code2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9d97003c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4497481f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('EEG.machinelearing_data_BRMH.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e0c84b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "no.                       0\n",
       "sex                       0\n",
       "age                       0\n",
       "eeg.date                  0\n",
       "education                15\n",
       "                         ..\n",
       "COH.F.gamma.p.P4.r.O1     0\n",
       "COH.F.gamma.p.P4.s.O2     0\n",
       "COH.F.gamma.q.T6.r.O1     0\n",
       "COH.F.gamma.q.T6.s.O2     0\n",
       "COH.F.gamma.r.O1.s.O2     0\n",
       "Length: 1149, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fa3befa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(945, 1149)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a6e67fe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Addictive disorder', 'Trauma and stress related disorder',\n",
       "       'Mood disorder', 'Healthy control',\n",
       "       'Obsessive compulsive disorder', 'Schizophrenia',\n",
       "       'Anxiety disorder'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['main.disorder'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a7f41821",
   "metadata": {},
   "outputs": [],
   "source": [
    "main_counts = df['main.disorder'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f4c82d0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "main.disorder\n",
       "Mood disorder                         266\n",
       "Addictive disorder                    186\n",
       "Trauma and stress related disorder    128\n",
       "Schizophrenia                         117\n",
       "Anxiety disorder                      107\n",
       "Healthy control                        95\n",
       "Obsessive compulsive disorder          46\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "82bed89a",
   "metadata": {},
   "outputs": [],
   "source": [
    "specific_counts = df['specific.disorder'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2a33f478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "specific.disorder\n",
       "Depressive disorder               199\n",
       "Schizophrenia                     117\n",
       "Healthy control                    95\n",
       "Alcohol use disorder               93\n",
       "Behavioral addiction disorder      93\n",
       "Bipolar disorder                   67\n",
       "Panic disorder                     59\n",
       "Posttraumatic stress disorder      52\n",
       "Social anxiety disorder            48\n",
       "Obsessive compulsitve disorder     46\n",
       "Acute stress disorder              38\n",
       "Adjustment disorder                38\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "specific_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9e15345f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of columns starting with 'AB.A.delta': 19\n",
      "Column names:\n",
      "AB.A.delta.a.FP1\n",
      "AB.A.delta.b.FP2\n",
      "AB.A.delta.c.F7\n",
      "AB.A.delta.d.F3\n",
      "AB.A.delta.e.Fz\n",
      "AB.A.delta.f.F4\n",
      "AB.A.delta.g.F8\n",
      "AB.A.delta.h.T3\n",
      "AB.A.delta.i.C3\n",
      "AB.A.delta.j.Cz\n",
      "AB.A.delta.k.C4\n",
      "AB.A.delta.l.T4\n",
      "AB.A.delta.m.T5\n",
      "AB.A.delta.n.P3\n",
      "AB.A.delta.o.Pz\n",
      "AB.A.delta.p.P4\n",
      "AB.A.delta.q.T6\n",
      "AB.A.delta.r.O1\n",
      "AB.A.delta.s.O2\n"
     ]
    }
   ],
   "source": [
    "pattern = 'AB.A.delta'\n",
    "\n",
    "# Get the column names that start with the specified pattern\n",
    "matching_columns = [col for col in df.columns if col.startswith(pattern)]\n",
    "\n",
    "# Count the number of columns that start with the specified pattern\n",
    "num_matching_columns = len(matching_columns)\n",
    "\n",
    "# Display the number of matching columns and their names\n",
    "print(\"Number of columns starting with '{}': {}\".format(pattern, num_matching_columns))\n",
    "print(\"Column names:\")\n",
    "for col in matching_columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c27a915",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of columns containing 'FP1': 114\n",
      "Column names:\n",
      "AB.A.delta.a.FP1\n",
      "AB.B.theta.a.FP1\n",
      "AB.C.alpha.a.FP1\n",
      "AB.D.beta.a.FP1\n",
      "AB.E.highbeta.a.FP1\n",
      "AB.F.gamma.a.FP1\n",
      "COH.A.delta.a.FP1.b.FP2\n",
      "COH.A.delta.a.FP1.c.F7\n",
      "COH.A.delta.a.FP1.d.F3\n",
      "COH.A.delta.a.FP1.e.Fz\n",
      "COH.A.delta.a.FP1.f.F4\n",
      "COH.A.delta.a.FP1.g.F8\n",
      "COH.A.delta.a.FP1.h.T3\n",
      "COH.A.delta.a.FP1.i.C3\n",
      "COH.A.delta.a.FP1.j.Cz\n",
      "COH.A.delta.a.FP1.k.C4\n",
      "COH.A.delta.a.FP1.l.T4\n",
      "COH.A.delta.a.FP1.m.T5\n",
      "COH.A.delta.a.FP1.n.P3\n",
      "COH.A.delta.a.FP1.o.Pz\n",
      "COH.A.delta.a.FP1.p.P4\n",
      "COH.A.delta.a.FP1.q.T6\n",
      "COH.A.delta.a.FP1.r.O1\n",
      "COH.A.delta.a.FP1.s.O2\n",
      "COH.B.theta.a.FP1.b.FP2\n",
      "COH.B.theta.a.FP1.c.F7\n",
      "COH.B.theta.a.FP1.d.F3\n",
      "COH.B.theta.a.FP1.e.Fz\n",
      "COH.B.theta.a.FP1.f.F4\n",
      "COH.B.theta.a.FP1.g.F8\n",
      "COH.B.theta.a.FP1.h.T3\n",
      "COH.B.theta.a.FP1.i.C3\n",
      "COH.B.theta.a.FP1.j.Cz\n",
      "COH.B.theta.a.FP1.k.C4\n",
      "COH.B.theta.a.FP1.l.T4\n",
      "COH.B.theta.a.FP1.m.T5\n",
      "COH.B.theta.a.FP1.n.P3\n",
      "COH.B.theta.a.FP1.o.Pz\n",
      "COH.B.theta.a.FP1.p.P4\n",
      "COH.B.theta.a.FP1.q.T6\n",
      "COH.B.theta.a.FP1.r.O1\n",
      "COH.B.theta.a.FP1.s.O2\n",
      "COH.C.alpha.a.FP1.b.FP2\n",
      "COH.C.alpha.a.FP1.c.F7\n",
      "COH.C.alpha.a.FP1.d.F3\n",
      "COH.C.alpha.a.FP1.e.Fz\n",
      "COH.C.alpha.a.FP1.f.F4\n",
      "COH.C.alpha.a.FP1.g.F8\n",
      "COH.C.alpha.a.FP1.h.T3\n",
      "COH.C.alpha.a.FP1.i.C3\n",
      "COH.C.alpha.a.FP1.j.Cz\n",
      "COH.C.alpha.a.FP1.k.C4\n",
      "COH.C.alpha.a.FP1.l.T4\n",
      "COH.C.alpha.a.FP1.m.T5\n",
      "COH.C.alpha.a.FP1.n.P3\n",
      "COH.C.alpha.a.FP1.o.Pz\n",
      "COH.C.alpha.a.FP1.p.P4\n",
      "COH.C.alpha.a.FP1.q.T6\n",
      "COH.C.alpha.a.FP1.r.O1\n",
      "COH.C.alpha.a.FP1.s.O2\n",
      "COH.D.beta.a.FP1.b.FP2\n",
      "COH.D.beta.a.FP1.c.F7\n",
      "COH.D.beta.a.FP1.d.F3\n",
      "COH.D.beta.a.FP1.e.Fz\n",
      "COH.D.beta.a.FP1.f.F4\n",
      "COH.D.beta.a.FP1.g.F8\n",
      "COH.D.beta.a.FP1.h.T3\n",
      "COH.D.beta.a.FP1.i.C3\n",
      "COH.D.beta.a.FP1.j.Cz\n",
      "COH.D.beta.a.FP1.k.C4\n",
      "COH.D.beta.a.FP1.l.T4\n",
      "COH.D.beta.a.FP1.m.T5\n",
      "COH.D.beta.a.FP1.n.P3\n",
      "COH.D.beta.a.FP1.o.Pz\n",
      "COH.D.beta.a.FP1.p.P4\n",
      "COH.D.beta.a.FP1.q.T6\n",
      "COH.D.beta.a.FP1.r.O1\n",
      "COH.D.beta.a.FP1.s.O2\n",
      "COH.E.highbeta.a.FP1.b.FP2\n",
      "COH.E.highbeta.a.FP1.c.F7\n",
      "COH.E.highbeta.a.FP1.d.F3\n",
      "COH.E.highbeta.a.FP1.e.Fz\n",
      "COH.E.highbeta.a.FP1.f.F4\n",
      "COH.E.highbeta.a.FP1.g.F8\n",
      "COH.E.highbeta.a.FP1.h.T3\n",
      "COH.E.highbeta.a.FP1.i.C3\n",
      "COH.E.highbeta.a.FP1.j.Cz\n",
      "COH.E.highbeta.a.FP1.k.C4\n",
      "COH.E.highbeta.a.FP1.l.T4\n",
      "COH.E.highbeta.a.FP1.m.T5\n",
      "COH.E.highbeta.a.FP1.n.P3\n",
      "COH.E.highbeta.a.FP1.o.Pz\n",
      "COH.E.highbeta.a.FP1.p.P4\n",
      "COH.E.highbeta.a.FP1.q.T6\n",
      "COH.E.highbeta.a.FP1.r.O1\n",
      "COH.E.highbeta.a.FP1.s.O2\n",
      "COH.F.gamma.a.FP1.b.FP2\n",
      "COH.F.gamma.a.FP1.c.F7\n",
      "COH.F.gamma.a.FP1.d.F3\n",
      "COH.F.gamma.a.FP1.e.Fz\n",
      "COH.F.gamma.a.FP1.f.F4\n",
      "COH.F.gamma.a.FP1.g.F8\n",
      "COH.F.gamma.a.FP1.h.T3\n",
      "COH.F.gamma.a.FP1.i.C3\n",
      "COH.F.gamma.a.FP1.j.Cz\n",
      "COH.F.gamma.a.FP1.k.C4\n",
      "COH.F.gamma.a.FP1.l.T4\n",
      "COH.F.gamma.a.FP1.m.T5\n",
      "COH.F.gamma.a.FP1.n.P3\n",
      "COH.F.gamma.a.FP1.o.Pz\n",
      "COH.F.gamma.a.FP1.p.P4\n",
      "COH.F.gamma.a.FP1.q.T6\n",
      "COH.F.gamma.a.FP1.r.O1\n",
      "COH.F.gamma.a.FP1.s.O2\n"
     ]
    }
   ],
   "source": [
    "# Specify the pattern\n",
    "pattern = 'FP1'\n",
    "\n",
    "# Get the column names that contain the specified pattern\n",
    "matching_columns = [col for col in df.columns if pattern in col]\n",
    "\n",
    "# Count the number of columns that contain the specified pattern\n",
    "num_matching_columns = len(matching_columns)\n",
    "\n",
    "# Display the number of matching columns and their names\n",
    "print(\"Number of columns containing '{}': {}\".format(pattern, num_matching_columns))\n",
    "print(\"Column names:\")\n",
    "for col in matching_columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ffed632e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of columns containing 'COH': 1026\n",
      "Column names:\n",
      "COH.A.delta.a.FP1.b.FP2\n",
      "COH.A.delta.a.FP1.c.F7\n",
      "COH.A.delta.a.FP1.d.F3\n",
      "COH.A.delta.a.FP1.e.Fz\n",
      "COH.A.delta.a.FP1.f.F4\n",
      "COH.A.delta.a.FP1.g.F8\n",
      "COH.A.delta.a.FP1.h.T3\n",
      "COH.A.delta.a.FP1.i.C3\n",
      "COH.A.delta.a.FP1.j.Cz\n",
      "COH.A.delta.a.FP1.k.C4\n",
      "COH.A.delta.a.FP1.l.T4\n",
      "COH.A.delta.a.FP1.m.T5\n",
      "COH.A.delta.a.FP1.n.P3\n",
      "COH.A.delta.a.FP1.o.Pz\n",
      "COH.A.delta.a.FP1.p.P4\n",
      "COH.A.delta.a.FP1.q.T6\n",
      "COH.A.delta.a.FP1.r.O1\n",
      "COH.A.delta.a.FP1.s.O2\n",
      "COH.A.delta.b.FP2.c.F7\n",
      "COH.A.delta.b.FP2.d.F3\n",
      "COH.A.delta.b.FP2.e.Fz\n",
      "COH.A.delta.b.FP2.f.F4\n",
      "COH.A.delta.b.FP2.g.F8\n",
      "COH.A.delta.b.FP2.h.T3\n",
      "COH.A.delta.b.FP2.i.C3\n",
      "COH.A.delta.b.FP2.j.Cz\n",
      "COH.A.delta.b.FP2.k.C4\n",
      "COH.A.delta.b.FP2.l.T4\n",
      "COH.A.delta.b.FP2.m.T5\n",
      "COH.A.delta.b.FP2.n.P3\n",
      "COH.A.delta.b.FP2.o.Pz\n",
      "COH.A.delta.b.FP2.p.P4\n",
      "COH.A.delta.b.FP2.q.T6\n",
      "COH.A.delta.b.FP2.r.O1\n",
      "COH.A.delta.b.FP2.s.O2\n",
      "COH.A.delta.c.F7.d.F3\n",
      "COH.A.delta.c.F7.e.Fz\n",
      "COH.A.delta.c.F7.f.F4\n",
      "COH.A.delta.c.F7.g.F8\n",
      "COH.A.delta.c.F7.h.T3\n",
      "COH.A.delta.c.F7.i.C3\n",
      "COH.A.delta.c.F7.j.Cz\n",
      "COH.A.delta.c.F7.k.C4\n",
      "COH.A.delta.c.F7.l.T4\n",
      "COH.A.delta.c.F7.m.T5\n",
      "COH.A.delta.c.F7.n.P3\n",
      "COH.A.delta.c.F7.o.Pz\n",
      "COH.A.delta.c.F7.p.P4\n",
      "COH.A.delta.c.F7.q.T6\n",
      "COH.A.delta.c.F7.r.O1\n",
      "COH.A.delta.c.F7.s.O2\n",
      "COH.A.delta.d.F3.e.Fz\n",
      "COH.A.delta.d.F3.f.F4\n",
      "COH.A.delta.d.F3.g.F8\n",
      "COH.A.delta.d.F3.h.T3\n",
      "COH.A.delta.d.F3.i.C3\n",
      "COH.A.delta.d.F3.j.Cz\n",
      "COH.A.delta.d.F3.k.C4\n",
      "COH.A.delta.d.F3.l.T4\n",
      "COH.A.delta.d.F3.m.T5\n",
      "COH.A.delta.d.F3.n.P3\n",
      "COH.A.delta.d.F3.o.Pz\n",
      "COH.A.delta.d.F3.p.P4\n",
      "COH.A.delta.d.F3.q.T6\n",
      "COH.A.delta.d.F3.r.O1\n",
      "COH.A.delta.d.F3.s.O2\n",
      "COH.A.delta.e.Fz.f.F4\n",
      "COH.A.delta.e.Fz.g.F8\n",
      "COH.A.delta.e.Fz.h.T3\n",
      "COH.A.delta.e.Fz.i.C3\n",
      "COH.A.delta.e.Fz.j.Cz\n",
      "COH.A.delta.e.Fz.k.C4\n",
      "COH.A.delta.e.Fz.l.T4\n",
      "COH.A.delta.e.Fz.m.T5\n",
      "COH.A.delta.e.Fz.n.P3\n",
      "COH.A.delta.e.Fz.o.Pz\n",
      "COH.A.delta.e.Fz.p.P4\n",
      "COH.A.delta.e.Fz.q.T6\n",
      "COH.A.delta.e.Fz.r.O1\n",
      "COH.A.delta.e.Fz.s.O2\n",
      "COH.A.delta.f.F4.g.F8\n",
      "COH.A.delta.f.F4.h.T3\n",
      "COH.A.delta.f.F4.i.C3\n",
      "COH.A.delta.f.F4.j.Cz\n",
      "COH.A.delta.f.F4.k.C4\n",
      "COH.A.delta.f.F4.l.T4\n",
      "COH.A.delta.f.F4.m.T5\n",
      "COH.A.delta.f.F4.n.P3\n",
      "COH.A.delta.f.F4.o.Pz\n",
      "COH.A.delta.f.F4.p.P4\n",
      "COH.A.delta.f.F4.q.T6\n",
      "COH.A.delta.f.F4.r.O1\n",
      "COH.A.delta.f.F4.s.O2\n",
      "COH.A.delta.g.F8.h.T3\n",
      "COH.A.delta.g.F8.i.C3\n",
      "COH.A.delta.g.F8.j.Cz\n",
      "COH.A.delta.g.F8.k.C4\n",
      "COH.A.delta.g.F8.l.T4\n",
      "COH.A.delta.g.F8.m.T5\n",
      "COH.A.delta.g.F8.n.P3\n",
      "COH.A.delta.g.F8.o.Pz\n",
      "COH.A.delta.g.F8.p.P4\n",
      "COH.A.delta.g.F8.q.T6\n",
      "COH.A.delta.g.F8.r.O1\n",
      "COH.A.delta.g.F8.s.O2\n",
      "COH.A.delta.h.T3.i.C3\n",
      "COH.A.delta.h.T3.j.Cz\n",
      "COH.A.delta.h.T3.k.C4\n",
      "COH.A.delta.h.T3.l.T4\n",
      "COH.A.delta.h.T3.m.T5\n",
      "COH.A.delta.h.T3.n.P3\n",
      "COH.A.delta.h.T3.o.Pz\n",
      "COH.A.delta.h.T3.p.P4\n",
      "COH.A.delta.h.T3.q.T6\n",
      "COH.A.delta.h.T3.r.O1\n",
      "COH.A.delta.h.T3.s.O2\n",
      "COH.A.delta.i.C3.j.Cz\n",
      "COH.A.delta.i.C3.k.C4\n",
      "COH.A.delta.i.C3.l.T4\n",
      "COH.A.delta.i.C3.m.T5\n",
      "COH.A.delta.i.C3.n.P3\n",
      "COH.A.delta.i.C3.o.Pz\n",
      "COH.A.delta.i.C3.p.P4\n",
      "COH.A.delta.i.C3.q.T6\n",
      "COH.A.delta.i.C3.r.O1\n",
      "COH.A.delta.i.C3.s.O2\n",
      "COH.A.delta.j.Cz.k.C4\n",
      "COH.A.delta.j.Cz.l.T4\n",
      "COH.A.delta.j.Cz.m.T5\n",
      "COH.A.delta.j.Cz.n.P3\n",
      "COH.A.delta.j.Cz.o.Pz\n",
      "COH.A.delta.j.Cz.p.P4\n",
      "COH.A.delta.j.Cz.q.T6\n",
      "COH.A.delta.j.Cz.r.O1\n",
      "COH.A.delta.j.Cz.s.O2\n",
      "COH.A.delta.k.C4.l.T4\n",
      "COH.A.delta.k.C4.m.T5\n",
      "COH.A.delta.k.C4.n.P3\n",
      "COH.A.delta.k.C4.o.Pz\n",
      "COH.A.delta.k.C4.p.P4\n",
      "COH.A.delta.k.C4.q.T6\n",
      "COH.A.delta.k.C4.r.O1\n",
      "COH.A.delta.k.C4.s.O2\n",
      "COH.A.delta.l.T4.m.T5\n",
      "COH.A.delta.l.T4.n.P3\n",
      "COH.A.delta.l.T4.o.Pz\n",
      "COH.A.delta.l.T4.p.P4\n",
      "COH.A.delta.l.T4.q.T6\n",
      "COH.A.delta.l.T4.r.O1\n",
      "COH.A.delta.l.T4.s.O2\n",
      "COH.A.delta.m.T5.n.P3\n",
      "COH.A.delta.m.T5.o.Pz\n",
      "COH.A.delta.m.T5.p.P4\n",
      "COH.A.delta.m.T5.q.T6\n",
      "COH.A.delta.m.T5.r.O1\n",
      "COH.A.delta.m.T5.s.O2\n",
      "COH.A.delta.n.P3.o.Pz\n",
      "COH.A.delta.n.P3.p.P4\n",
      "COH.A.delta.n.P3.q.T6\n",
      "COH.A.delta.n.P3.r.O1\n",
      "COH.A.delta.n.P3.s.O2\n",
      "COH.A.delta.o.Pz.p.P4\n",
      "COH.A.delta.o.Pz.q.T6\n",
      "COH.A.delta.o.Pz.r.O1\n",
      "COH.A.delta.o.Pz.s.O2\n",
      "COH.A.delta.p.P4.q.T6\n",
      "COH.A.delta.p.P4.r.O1\n",
      "COH.A.delta.p.P4.s.O2\n",
      "COH.A.delta.q.T6.r.O1\n",
      "COH.A.delta.q.T6.s.O2\n",
      "COH.A.delta.r.O1.s.O2\n",
      "COH.B.theta.a.FP1.b.FP2\n",
      "COH.B.theta.a.FP1.c.F7\n",
      "COH.B.theta.a.FP1.d.F3\n",
      "COH.B.theta.a.FP1.e.Fz\n",
      "COH.B.theta.a.FP1.f.F4\n",
      "COH.B.theta.a.FP1.g.F8\n",
      "COH.B.theta.a.FP1.h.T3\n",
      "COH.B.theta.a.FP1.i.C3\n",
      "COH.B.theta.a.FP1.j.Cz\n",
      "COH.B.theta.a.FP1.k.C4\n",
      "COH.B.theta.a.FP1.l.T4\n",
      "COH.B.theta.a.FP1.m.T5\n",
      "COH.B.theta.a.FP1.n.P3\n",
      "COH.B.theta.a.FP1.o.Pz\n",
      "COH.B.theta.a.FP1.p.P4\n",
      "COH.B.theta.a.FP1.q.T6\n",
      "COH.B.theta.a.FP1.r.O1\n",
      "COH.B.theta.a.FP1.s.O2\n",
      "COH.B.theta.b.FP2.c.F7\n",
      "COH.B.theta.b.FP2.d.F3\n",
      "COH.B.theta.b.FP2.e.Fz\n",
      "COH.B.theta.b.FP2.f.F4\n",
      "COH.B.theta.b.FP2.g.F8\n",
      "COH.B.theta.b.FP2.h.T3\n",
      "COH.B.theta.b.FP2.i.C3\n",
      "COH.B.theta.b.FP2.j.Cz\n",
      "COH.B.theta.b.FP2.k.C4\n",
      "COH.B.theta.b.FP2.l.T4\n",
      "COH.B.theta.b.FP2.m.T5\n",
      "COH.B.theta.b.FP2.n.P3\n",
      "COH.B.theta.b.FP2.o.Pz\n",
      "COH.B.theta.b.FP2.p.P4\n",
      "COH.B.theta.b.FP2.q.T6\n",
      "COH.B.theta.b.FP2.r.O1\n",
      "COH.B.theta.b.FP2.s.O2\n",
      "COH.B.theta.c.F7.d.F3\n",
      "COH.B.theta.c.F7.e.Fz\n",
      "COH.B.theta.c.F7.f.F4\n",
      "COH.B.theta.c.F7.g.F8\n",
      "COH.B.theta.c.F7.h.T3\n",
      "COH.B.theta.c.F7.i.C3\n",
      "COH.B.theta.c.F7.j.Cz\n",
      "COH.B.theta.c.F7.k.C4\n",
      "COH.B.theta.c.F7.l.T4\n",
      "COH.B.theta.c.F7.m.T5\n",
      "COH.B.theta.c.F7.n.P3\n",
      "COH.B.theta.c.F7.o.Pz\n",
      "COH.B.theta.c.F7.p.P4\n",
      "COH.B.theta.c.F7.q.T6\n",
      "COH.B.theta.c.F7.r.O1\n",
      "COH.B.theta.c.F7.s.O2\n",
      "COH.B.theta.d.F3.e.Fz\n",
      "COH.B.theta.d.F3.f.F4\n",
      "COH.B.theta.d.F3.g.F8\n",
      "COH.B.theta.d.F3.h.T3\n",
      "COH.B.theta.d.F3.i.C3\n",
      "COH.B.theta.d.F3.j.Cz\n",
      "COH.B.theta.d.F3.k.C4\n",
      "COH.B.theta.d.F3.l.T4\n",
      "COH.B.theta.d.F3.m.T5\n",
      "COH.B.theta.d.F3.n.P3\n",
      "COH.B.theta.d.F3.o.Pz\n",
      "COH.B.theta.d.F3.p.P4\n",
      "COH.B.theta.d.F3.q.T6\n",
      "COH.B.theta.d.F3.r.O1\n",
      "COH.B.theta.d.F3.s.O2\n",
      "COH.B.theta.e.Fz.f.F4\n",
      "COH.B.theta.e.Fz.g.F8\n",
      "COH.B.theta.e.Fz.h.T3\n",
      "COH.B.theta.e.Fz.i.C3\n",
      "COH.B.theta.e.Fz.j.Cz\n",
      "COH.B.theta.e.Fz.k.C4\n",
      "COH.B.theta.e.Fz.l.T4\n",
      "COH.B.theta.e.Fz.m.T5\n",
      "COH.B.theta.e.Fz.n.P3\n",
      "COH.B.theta.e.Fz.o.Pz\n",
      "COH.B.theta.e.Fz.p.P4\n",
      "COH.B.theta.e.Fz.q.T6\n",
      "COH.B.theta.e.Fz.r.O1\n",
      "COH.B.theta.e.Fz.s.O2\n",
      "COH.B.theta.f.F4.g.F8\n",
      "COH.B.theta.f.F4.h.T3\n",
      "COH.B.theta.f.F4.i.C3\n",
      "COH.B.theta.f.F4.j.Cz\n",
      "COH.B.theta.f.F4.k.C4\n",
      "COH.B.theta.f.F4.l.T4\n",
      "COH.B.theta.f.F4.m.T5\n",
      "COH.B.theta.f.F4.n.P3\n",
      "COH.B.theta.f.F4.o.Pz\n",
      "COH.B.theta.f.F4.p.P4\n",
      "COH.B.theta.f.F4.q.T6\n",
      "COH.B.theta.f.F4.r.O1\n",
      "COH.B.theta.f.F4.s.O2\n",
      "COH.B.theta.g.F8.h.T3\n",
      "COH.B.theta.g.F8.i.C3\n",
      "COH.B.theta.g.F8.j.Cz\n",
      "COH.B.theta.g.F8.k.C4\n",
      "COH.B.theta.g.F8.l.T4\n",
      "COH.B.theta.g.F8.m.T5\n",
      "COH.B.theta.g.F8.n.P3\n",
      "COH.B.theta.g.F8.o.Pz\n",
      "COH.B.theta.g.F8.p.P4\n",
      "COH.B.theta.g.F8.q.T6\n",
      "COH.B.theta.g.F8.r.O1\n",
      "COH.B.theta.g.F8.s.O2\n",
      "COH.B.theta.h.T3.i.C3\n",
      "COH.B.theta.h.T3.j.Cz\n",
      "COH.B.theta.h.T3.k.C4\n",
      "COH.B.theta.h.T3.l.T4\n",
      "COH.B.theta.h.T3.m.T5\n",
      "COH.B.theta.h.T3.n.P3\n",
      "COH.B.theta.h.T3.o.Pz\n",
      "COH.B.theta.h.T3.p.P4\n",
      "COH.B.theta.h.T3.q.T6\n",
      "COH.B.theta.h.T3.r.O1\n",
      "COH.B.theta.h.T3.s.O2\n",
      "COH.B.theta.i.C3.j.Cz\n",
      "COH.B.theta.i.C3.k.C4\n",
      "COH.B.theta.i.C3.l.T4\n",
      "COH.B.theta.i.C3.m.T5\n",
      "COH.B.theta.i.C3.n.P3\n",
      "COH.B.theta.i.C3.o.Pz\n",
      "COH.B.theta.i.C3.p.P4\n",
      "COH.B.theta.i.C3.q.T6\n",
      "COH.B.theta.i.C3.r.O1\n",
      "COH.B.theta.i.C3.s.O2\n",
      "COH.B.theta.j.Cz.k.C4\n",
      "COH.B.theta.j.Cz.l.T4\n",
      "COH.B.theta.j.Cz.m.T5\n",
      "COH.B.theta.j.Cz.n.P3\n",
      "COH.B.theta.j.Cz.o.Pz\n",
      "COH.B.theta.j.Cz.p.P4\n",
      "COH.B.theta.j.Cz.q.T6\n",
      "COH.B.theta.j.Cz.r.O1\n",
      "COH.B.theta.j.Cz.s.O2\n",
      "COH.B.theta.k.C4.l.T4\n",
      "COH.B.theta.k.C4.m.T5\n",
      "COH.B.theta.k.C4.n.P3\n",
      "COH.B.theta.k.C4.o.Pz\n",
      "COH.B.theta.k.C4.p.P4\n",
      "COH.B.theta.k.C4.q.T6\n",
      "COH.B.theta.k.C4.r.O1\n",
      "COH.B.theta.k.C4.s.O2\n",
      "COH.B.theta.l.T4.m.T5\n",
      "COH.B.theta.l.T4.n.P3\n",
      "COH.B.theta.l.T4.o.Pz\n",
      "COH.B.theta.l.T4.p.P4\n",
      "COH.B.theta.l.T4.q.T6\n",
      "COH.B.theta.l.T4.r.O1\n",
      "COH.B.theta.l.T4.s.O2\n",
      "COH.B.theta.m.T5.n.P3\n",
      "COH.B.theta.m.T5.o.Pz\n",
      "COH.B.theta.m.T5.p.P4\n",
      "COH.B.theta.m.T5.q.T6\n",
      "COH.B.theta.m.T5.r.O1\n",
      "COH.B.theta.m.T5.s.O2\n",
      "COH.B.theta.n.P3.o.Pz\n",
      "COH.B.theta.n.P3.p.P4\n",
      "COH.B.theta.n.P3.q.T6\n",
      "COH.B.theta.n.P3.r.O1\n",
      "COH.B.theta.n.P3.s.O2\n",
      "COH.B.theta.o.Pz.p.P4\n",
      "COH.B.theta.o.Pz.q.T6\n",
      "COH.B.theta.o.Pz.r.O1\n",
      "COH.B.theta.o.Pz.s.O2\n",
      "COH.B.theta.p.P4.q.T6\n",
      "COH.B.theta.p.P4.r.O1\n",
      "COH.B.theta.p.P4.s.O2\n",
      "COH.B.theta.q.T6.r.O1\n",
      "COH.B.theta.q.T6.s.O2\n",
      "COH.B.theta.r.O1.s.O2\n",
      "COH.C.alpha.a.FP1.b.FP2\n",
      "COH.C.alpha.a.FP1.c.F7\n",
      "COH.C.alpha.a.FP1.d.F3\n",
      "COH.C.alpha.a.FP1.e.Fz\n",
      "COH.C.alpha.a.FP1.f.F4\n",
      "COH.C.alpha.a.FP1.g.F8\n",
      "COH.C.alpha.a.FP1.h.T3\n",
      "COH.C.alpha.a.FP1.i.C3\n",
      "COH.C.alpha.a.FP1.j.Cz\n",
      "COH.C.alpha.a.FP1.k.C4\n",
      "COH.C.alpha.a.FP1.l.T4\n",
      "COH.C.alpha.a.FP1.m.T5\n",
      "COH.C.alpha.a.FP1.n.P3\n",
      "COH.C.alpha.a.FP1.o.Pz\n",
      "COH.C.alpha.a.FP1.p.P4\n",
      "COH.C.alpha.a.FP1.q.T6\n",
      "COH.C.alpha.a.FP1.r.O1\n",
      "COH.C.alpha.a.FP1.s.O2\n",
      "COH.C.alpha.b.FP2.c.F7\n",
      "COH.C.alpha.b.FP2.d.F3\n",
      "COH.C.alpha.b.FP2.e.Fz\n",
      "COH.C.alpha.b.FP2.f.F4\n",
      "COH.C.alpha.b.FP2.g.F8\n",
      "COH.C.alpha.b.FP2.h.T3\n",
      "COH.C.alpha.b.FP2.i.C3\n",
      "COH.C.alpha.b.FP2.j.Cz\n",
      "COH.C.alpha.b.FP2.k.C4\n",
      "COH.C.alpha.b.FP2.l.T4\n",
      "COH.C.alpha.b.FP2.m.T5\n",
      "COH.C.alpha.b.FP2.n.P3\n",
      "COH.C.alpha.b.FP2.o.Pz\n",
      "COH.C.alpha.b.FP2.p.P4\n",
      "COH.C.alpha.b.FP2.q.T6\n",
      "COH.C.alpha.b.FP2.r.O1\n",
      "COH.C.alpha.b.FP2.s.O2\n",
      "COH.C.alpha.c.F7.d.F3\n",
      "COH.C.alpha.c.F7.e.Fz\n",
      "COH.C.alpha.c.F7.f.F4\n",
      "COH.C.alpha.c.F7.g.F8\n",
      "COH.C.alpha.c.F7.h.T3\n",
      "COH.C.alpha.c.F7.i.C3\n",
      "COH.C.alpha.c.F7.j.Cz\n",
      "COH.C.alpha.c.F7.k.C4\n",
      "COH.C.alpha.c.F7.l.T4\n",
      "COH.C.alpha.c.F7.m.T5\n",
      "COH.C.alpha.c.F7.n.P3\n",
      "COH.C.alpha.c.F7.o.Pz\n",
      "COH.C.alpha.c.F7.p.P4\n",
      "COH.C.alpha.c.F7.q.T6\n",
      "COH.C.alpha.c.F7.r.O1\n",
      "COH.C.alpha.c.F7.s.O2\n",
      "COH.C.alpha.d.F3.e.Fz\n",
      "COH.C.alpha.d.F3.f.F4\n",
      "COH.C.alpha.d.F3.g.F8\n",
      "COH.C.alpha.d.F3.h.T3\n",
      "COH.C.alpha.d.F3.i.C3\n",
      "COH.C.alpha.d.F3.j.Cz\n",
      "COH.C.alpha.d.F3.k.C4\n",
      "COH.C.alpha.d.F3.l.T4\n",
      "COH.C.alpha.d.F3.m.T5\n",
      "COH.C.alpha.d.F3.n.P3\n",
      "COH.C.alpha.d.F3.o.Pz\n",
      "COH.C.alpha.d.F3.p.P4\n",
      "COH.C.alpha.d.F3.q.T6\n",
      "COH.C.alpha.d.F3.r.O1\n",
      "COH.C.alpha.d.F3.s.O2\n",
      "COH.C.alpha.e.Fz.f.F4\n",
      "COH.C.alpha.e.Fz.g.F8\n",
      "COH.C.alpha.e.Fz.h.T3\n",
      "COH.C.alpha.e.Fz.i.C3\n",
      "COH.C.alpha.e.Fz.j.Cz\n",
      "COH.C.alpha.e.Fz.k.C4\n",
      "COH.C.alpha.e.Fz.l.T4\n",
      "COH.C.alpha.e.Fz.m.T5\n",
      "COH.C.alpha.e.Fz.n.P3\n",
      "COH.C.alpha.e.Fz.o.Pz\n",
      "COH.C.alpha.e.Fz.p.P4\n",
      "COH.C.alpha.e.Fz.q.T6\n",
      "COH.C.alpha.e.Fz.r.O1\n",
      "COH.C.alpha.e.Fz.s.O2\n",
      "COH.C.alpha.f.F4.g.F8\n",
      "COH.C.alpha.f.F4.h.T3\n",
      "COH.C.alpha.f.F4.i.C3\n",
      "COH.C.alpha.f.F4.j.Cz\n",
      "COH.C.alpha.f.F4.k.C4\n",
      "COH.C.alpha.f.F4.l.T4\n",
      "COH.C.alpha.f.F4.m.T5\n",
      "COH.C.alpha.f.F4.n.P3\n",
      "COH.C.alpha.f.F4.o.Pz\n",
      "COH.C.alpha.f.F4.p.P4\n",
      "COH.C.alpha.f.F4.q.T6\n",
      "COH.C.alpha.f.F4.r.O1\n",
      "COH.C.alpha.f.F4.s.O2\n",
      "COH.C.alpha.g.F8.h.T3\n",
      "COH.C.alpha.g.F8.i.C3\n",
      "COH.C.alpha.g.F8.j.Cz\n",
      "COH.C.alpha.g.F8.k.C4\n",
      "COH.C.alpha.g.F8.l.T4\n",
      "COH.C.alpha.g.F8.m.T5\n",
      "COH.C.alpha.g.F8.n.P3\n",
      "COH.C.alpha.g.F8.o.Pz\n",
      "COH.C.alpha.g.F8.p.P4\n",
      "COH.C.alpha.g.F8.q.T6\n",
      "COH.C.alpha.g.F8.r.O1\n",
      "COH.C.alpha.g.F8.s.O2\n",
      "COH.C.alpha.h.T3.i.C3\n",
      "COH.C.alpha.h.T3.j.Cz\n",
      "COH.C.alpha.h.T3.k.C4\n",
      "COH.C.alpha.h.T3.l.T4\n",
      "COH.C.alpha.h.T3.m.T5\n",
      "COH.C.alpha.h.T3.n.P3\n",
      "COH.C.alpha.h.T3.o.Pz\n",
      "COH.C.alpha.h.T3.p.P4\n",
      "COH.C.alpha.h.T3.q.T6\n",
      "COH.C.alpha.h.T3.r.O1\n",
      "COH.C.alpha.h.T3.s.O2\n",
      "COH.C.alpha.i.C3.j.Cz\n",
      "COH.C.alpha.i.C3.k.C4\n",
      "COH.C.alpha.i.C3.l.T4\n",
      "COH.C.alpha.i.C3.m.T5\n",
      "COH.C.alpha.i.C3.n.P3\n",
      "COH.C.alpha.i.C3.o.Pz\n",
      "COH.C.alpha.i.C3.p.P4\n",
      "COH.C.alpha.i.C3.q.T6\n",
      "COH.C.alpha.i.C3.r.O1\n",
      "COH.C.alpha.i.C3.s.O2\n",
      "COH.C.alpha.j.Cz.k.C4\n",
      "COH.C.alpha.j.Cz.l.T4\n",
      "COH.C.alpha.j.Cz.m.T5\n",
      "COH.C.alpha.j.Cz.n.P3\n",
      "COH.C.alpha.j.Cz.o.Pz\n",
      "COH.C.alpha.j.Cz.p.P4\n",
      "COH.C.alpha.j.Cz.q.T6\n",
      "COH.C.alpha.j.Cz.r.O1\n",
      "COH.C.alpha.j.Cz.s.O2\n",
      "COH.C.alpha.k.C4.l.T4\n",
      "COH.C.alpha.k.C4.m.T5\n",
      "COH.C.alpha.k.C4.n.P3\n",
      "COH.C.alpha.k.C4.o.Pz\n",
      "COH.C.alpha.k.C4.p.P4\n",
      "COH.C.alpha.k.C4.q.T6\n",
      "COH.C.alpha.k.C4.r.O1\n",
      "COH.C.alpha.k.C4.s.O2\n",
      "COH.C.alpha.l.T4.m.T5\n",
      "COH.C.alpha.l.T4.n.P3\n",
      "COH.C.alpha.l.T4.o.Pz\n",
      "COH.C.alpha.l.T4.p.P4\n",
      "COH.C.alpha.l.T4.q.T6\n",
      "COH.C.alpha.l.T4.r.O1\n",
      "COH.C.alpha.l.T4.s.O2\n",
      "COH.C.alpha.m.T5.n.P3\n",
      "COH.C.alpha.m.T5.o.Pz\n",
      "COH.C.alpha.m.T5.p.P4\n",
      "COH.C.alpha.m.T5.q.T6\n",
      "COH.C.alpha.m.T5.r.O1\n",
      "COH.C.alpha.m.T5.s.O2\n",
      "COH.C.alpha.n.P3.o.Pz\n",
      "COH.C.alpha.n.P3.p.P4\n",
      "COH.C.alpha.n.P3.q.T6\n",
      "COH.C.alpha.n.P3.r.O1\n",
      "COH.C.alpha.n.P3.s.O2\n",
      "COH.C.alpha.o.Pz.p.P4\n",
      "COH.C.alpha.o.Pz.q.T6\n",
      "COH.C.alpha.o.Pz.r.O1\n",
      "COH.C.alpha.o.Pz.s.O2\n",
      "COH.C.alpha.p.P4.q.T6\n",
      "COH.C.alpha.p.P4.r.O1\n",
      "COH.C.alpha.p.P4.s.O2\n",
      "COH.C.alpha.q.T6.r.O1\n",
      "COH.C.alpha.q.T6.s.O2\n",
      "COH.C.alpha.r.O1.s.O2\n",
      "COH.D.beta.a.FP1.b.FP2\n",
      "COH.D.beta.a.FP1.c.F7\n",
      "COH.D.beta.a.FP1.d.F3\n",
      "COH.D.beta.a.FP1.e.Fz\n",
      "COH.D.beta.a.FP1.f.F4\n",
      "COH.D.beta.a.FP1.g.F8\n",
      "COH.D.beta.a.FP1.h.T3\n",
      "COH.D.beta.a.FP1.i.C3\n",
      "COH.D.beta.a.FP1.j.Cz\n",
      "COH.D.beta.a.FP1.k.C4\n",
      "COH.D.beta.a.FP1.l.T4\n",
      "COH.D.beta.a.FP1.m.T5\n",
      "COH.D.beta.a.FP1.n.P3\n",
      "COH.D.beta.a.FP1.o.Pz\n",
      "COH.D.beta.a.FP1.p.P4\n",
      "COH.D.beta.a.FP1.q.T6\n",
      "COH.D.beta.a.FP1.r.O1\n",
      "COH.D.beta.a.FP1.s.O2\n",
      "COH.D.beta.b.FP2.c.F7\n",
      "COH.D.beta.b.FP2.d.F3\n",
      "COH.D.beta.b.FP2.e.Fz\n",
      "COH.D.beta.b.FP2.f.F4\n",
      "COH.D.beta.b.FP2.g.F8\n",
      "COH.D.beta.b.FP2.h.T3\n",
      "COH.D.beta.b.FP2.i.C3\n",
      "COH.D.beta.b.FP2.j.Cz\n",
      "COH.D.beta.b.FP2.k.C4\n",
      "COH.D.beta.b.FP2.l.T4\n",
      "COH.D.beta.b.FP2.m.T5\n",
      "COH.D.beta.b.FP2.n.P3\n",
      "COH.D.beta.b.FP2.o.Pz\n",
      "COH.D.beta.b.FP2.p.P4\n",
      "COH.D.beta.b.FP2.q.T6\n",
      "COH.D.beta.b.FP2.r.O1\n",
      "COH.D.beta.b.FP2.s.O2\n",
      "COH.D.beta.c.F7.d.F3\n",
      "COH.D.beta.c.F7.e.Fz\n",
      "COH.D.beta.c.F7.f.F4\n",
      "COH.D.beta.c.F7.g.F8\n",
      "COH.D.beta.c.F7.h.T3\n",
      "COH.D.beta.c.F7.i.C3\n",
      "COH.D.beta.c.F7.j.Cz\n",
      "COH.D.beta.c.F7.k.C4\n",
      "COH.D.beta.c.F7.l.T4\n",
      "COH.D.beta.c.F7.m.T5\n",
      "COH.D.beta.c.F7.n.P3\n",
      "COH.D.beta.c.F7.o.Pz\n",
      "COH.D.beta.c.F7.p.P4\n",
      "COH.D.beta.c.F7.q.T6\n",
      "COH.D.beta.c.F7.r.O1\n",
      "COH.D.beta.c.F7.s.O2\n",
      "COH.D.beta.d.F3.e.Fz\n",
      "COH.D.beta.d.F3.f.F4\n",
      "COH.D.beta.d.F3.g.F8\n",
      "COH.D.beta.d.F3.h.T3\n",
      "COH.D.beta.d.F3.i.C3\n",
      "COH.D.beta.d.F3.j.Cz\n",
      "COH.D.beta.d.F3.k.C4\n",
      "COH.D.beta.d.F3.l.T4\n",
      "COH.D.beta.d.F3.m.T5\n",
      "COH.D.beta.d.F3.n.P3\n",
      "COH.D.beta.d.F3.o.Pz\n",
      "COH.D.beta.d.F3.p.P4\n",
      "COH.D.beta.d.F3.q.T6\n",
      "COH.D.beta.d.F3.r.O1\n",
      "COH.D.beta.d.F3.s.O2\n",
      "COH.D.beta.e.Fz.f.F4\n",
      "COH.D.beta.e.Fz.g.F8\n",
      "COH.D.beta.e.Fz.h.T3\n",
      "COH.D.beta.e.Fz.i.C3\n",
      "COH.D.beta.e.Fz.j.Cz\n",
      "COH.D.beta.e.Fz.k.C4\n",
      "COH.D.beta.e.Fz.l.T4\n",
      "COH.D.beta.e.Fz.m.T5\n",
      "COH.D.beta.e.Fz.n.P3\n",
      "COH.D.beta.e.Fz.o.Pz\n",
      "COH.D.beta.e.Fz.p.P4\n",
      "COH.D.beta.e.Fz.q.T6\n",
      "COH.D.beta.e.Fz.r.O1\n",
      "COH.D.beta.e.Fz.s.O2\n",
      "COH.D.beta.f.F4.g.F8\n",
      "COH.D.beta.f.F4.h.T3\n",
      "COH.D.beta.f.F4.i.C3\n",
      "COH.D.beta.f.F4.j.Cz\n",
      "COH.D.beta.f.F4.k.C4\n",
      "COH.D.beta.f.F4.l.T4\n",
      "COH.D.beta.f.F4.m.T5\n",
      "COH.D.beta.f.F4.n.P3\n",
      "COH.D.beta.f.F4.o.Pz\n",
      "COH.D.beta.f.F4.p.P4\n",
      "COH.D.beta.f.F4.q.T6\n",
      "COH.D.beta.f.F4.r.O1\n",
      "COH.D.beta.f.F4.s.O2\n",
      "COH.D.beta.g.F8.h.T3\n",
      "COH.D.beta.g.F8.i.C3\n",
      "COH.D.beta.g.F8.j.Cz\n",
      "COH.D.beta.g.F8.k.C4\n",
      "COH.D.beta.g.F8.l.T4\n",
      "COH.D.beta.g.F8.m.T5\n",
      "COH.D.beta.g.F8.n.P3\n",
      "COH.D.beta.g.F8.o.Pz\n",
      "COH.D.beta.g.F8.p.P4\n",
      "COH.D.beta.g.F8.q.T6\n",
      "COH.D.beta.g.F8.r.O1\n",
      "COH.D.beta.g.F8.s.O2\n",
      "COH.D.beta.h.T3.i.C3\n",
      "COH.D.beta.h.T3.j.Cz\n",
      "COH.D.beta.h.T3.k.C4\n",
      "COH.D.beta.h.T3.l.T4\n",
      "COH.D.beta.h.T3.m.T5\n",
      "COH.D.beta.h.T3.n.P3\n",
      "COH.D.beta.h.T3.o.Pz\n",
      "COH.D.beta.h.T3.p.P4\n",
      "COH.D.beta.h.T3.q.T6\n",
      "COH.D.beta.h.T3.r.O1\n",
      "COH.D.beta.h.T3.s.O2\n",
      "COH.D.beta.i.C3.j.Cz\n",
      "COH.D.beta.i.C3.k.C4\n",
      "COH.D.beta.i.C3.l.T4\n",
      "COH.D.beta.i.C3.m.T5\n",
      "COH.D.beta.i.C3.n.P3\n",
      "COH.D.beta.i.C3.o.Pz\n",
      "COH.D.beta.i.C3.p.P4\n",
      "COH.D.beta.i.C3.q.T6\n",
      "COH.D.beta.i.C3.r.O1\n",
      "COH.D.beta.i.C3.s.O2\n",
      "COH.D.beta.j.Cz.k.C4\n",
      "COH.D.beta.j.Cz.l.T4\n",
      "COH.D.beta.j.Cz.m.T5\n",
      "COH.D.beta.j.Cz.n.P3\n",
      "COH.D.beta.j.Cz.o.Pz\n",
      "COH.D.beta.j.Cz.p.P4\n",
      "COH.D.beta.j.Cz.q.T6\n",
      "COH.D.beta.j.Cz.r.O1\n",
      "COH.D.beta.j.Cz.s.O2\n",
      "COH.D.beta.k.C4.l.T4\n",
      "COH.D.beta.k.C4.m.T5\n",
      "COH.D.beta.k.C4.n.P3\n",
      "COH.D.beta.k.C4.o.Pz\n",
      "COH.D.beta.k.C4.p.P4\n",
      "COH.D.beta.k.C4.q.T6\n",
      "COH.D.beta.k.C4.r.O1\n",
      "COH.D.beta.k.C4.s.O2\n",
      "COH.D.beta.l.T4.m.T5\n",
      "COH.D.beta.l.T4.n.P3\n",
      "COH.D.beta.l.T4.o.Pz\n",
      "COH.D.beta.l.T4.p.P4\n",
      "COH.D.beta.l.T4.q.T6\n",
      "COH.D.beta.l.T4.r.O1\n",
      "COH.D.beta.l.T4.s.O2\n",
      "COH.D.beta.m.T5.n.P3\n",
      "COH.D.beta.m.T5.o.Pz\n",
      "COH.D.beta.m.T5.p.P4\n",
      "COH.D.beta.m.T5.q.T6\n",
      "COH.D.beta.m.T5.r.O1\n",
      "COH.D.beta.m.T5.s.O2\n",
      "COH.D.beta.n.P3.o.Pz\n",
      "COH.D.beta.n.P3.p.P4\n",
      "COH.D.beta.n.P3.q.T6\n",
      "COH.D.beta.n.P3.r.O1\n",
      "COH.D.beta.n.P3.s.O2\n",
      "COH.D.beta.o.Pz.p.P4\n",
      "COH.D.beta.o.Pz.q.T6\n",
      "COH.D.beta.o.Pz.r.O1\n",
      "COH.D.beta.o.Pz.s.O2\n",
      "COH.D.beta.p.P4.q.T6\n",
      "COH.D.beta.p.P4.r.O1\n",
      "COH.D.beta.p.P4.s.O2\n",
      "COH.D.beta.q.T6.r.O1\n",
      "COH.D.beta.q.T6.s.O2\n",
      "COH.D.beta.r.O1.s.O2\n",
      "COH.E.highbeta.a.FP1.b.FP2\n",
      "COH.E.highbeta.a.FP1.c.F7\n",
      "COH.E.highbeta.a.FP1.d.F3\n",
      "COH.E.highbeta.a.FP1.e.Fz\n",
      "COH.E.highbeta.a.FP1.f.F4\n",
      "COH.E.highbeta.a.FP1.g.F8\n",
      "COH.E.highbeta.a.FP1.h.T3\n",
      "COH.E.highbeta.a.FP1.i.C3\n",
      "COH.E.highbeta.a.FP1.j.Cz\n",
      "COH.E.highbeta.a.FP1.k.C4\n",
      "COH.E.highbeta.a.FP1.l.T4\n",
      "COH.E.highbeta.a.FP1.m.T5\n",
      "COH.E.highbeta.a.FP1.n.P3\n",
      "COH.E.highbeta.a.FP1.o.Pz\n",
      "COH.E.highbeta.a.FP1.p.P4\n",
      "COH.E.highbeta.a.FP1.q.T6\n",
      "COH.E.highbeta.a.FP1.r.O1\n",
      "COH.E.highbeta.a.FP1.s.O2\n",
      "COH.E.highbeta.b.FP2.c.F7\n",
      "COH.E.highbeta.b.FP2.d.F3\n",
      "COH.E.highbeta.b.FP2.e.Fz\n",
      "COH.E.highbeta.b.FP2.f.F4\n",
      "COH.E.highbeta.b.FP2.g.F8\n",
      "COH.E.highbeta.b.FP2.h.T3\n",
      "COH.E.highbeta.b.FP2.i.C3\n",
      "COH.E.highbeta.b.FP2.j.Cz\n",
      "COH.E.highbeta.b.FP2.k.C4\n",
      "COH.E.highbeta.b.FP2.l.T4\n",
      "COH.E.highbeta.b.FP2.m.T5\n",
      "COH.E.highbeta.b.FP2.n.P3\n",
      "COH.E.highbeta.b.FP2.o.Pz\n",
      "COH.E.highbeta.b.FP2.p.P4\n",
      "COH.E.highbeta.b.FP2.q.T6\n",
      "COH.E.highbeta.b.FP2.r.O1\n",
      "COH.E.highbeta.b.FP2.s.O2\n",
      "COH.E.highbeta.c.F7.d.F3\n",
      "COH.E.highbeta.c.F7.e.Fz\n",
      "COH.E.highbeta.c.F7.f.F4\n",
      "COH.E.highbeta.c.F7.g.F8\n",
      "COH.E.highbeta.c.F7.h.T3\n",
      "COH.E.highbeta.c.F7.i.C3\n",
      "COH.E.highbeta.c.F7.j.Cz\n",
      "COH.E.highbeta.c.F7.k.C4\n",
      "COH.E.highbeta.c.F7.l.T4\n",
      "COH.E.highbeta.c.F7.m.T5\n",
      "COH.E.highbeta.c.F7.n.P3\n",
      "COH.E.highbeta.c.F7.o.Pz\n",
      "COH.E.highbeta.c.F7.p.P4\n",
      "COH.E.highbeta.c.F7.q.T6\n",
      "COH.E.highbeta.c.F7.r.O1\n",
      "COH.E.highbeta.c.F7.s.O2\n",
      "COH.E.highbeta.d.F3.e.Fz\n",
      "COH.E.highbeta.d.F3.f.F4\n",
      "COH.E.highbeta.d.F3.g.F8\n",
      "COH.E.highbeta.d.F3.h.T3\n",
      "COH.E.highbeta.d.F3.i.C3\n",
      "COH.E.highbeta.d.F3.j.Cz\n",
      "COH.E.highbeta.d.F3.k.C4\n",
      "COH.E.highbeta.d.F3.l.T4\n",
      "COH.E.highbeta.d.F3.m.T5\n",
      "COH.E.highbeta.d.F3.n.P3\n",
      "COH.E.highbeta.d.F3.o.Pz\n",
      "COH.E.highbeta.d.F3.p.P4\n",
      "COH.E.highbeta.d.F3.q.T6\n",
      "COH.E.highbeta.d.F3.r.O1\n",
      "COH.E.highbeta.d.F3.s.O2\n",
      "COH.E.highbeta.e.Fz.f.F4\n",
      "COH.E.highbeta.e.Fz.g.F8\n",
      "COH.E.highbeta.e.Fz.h.T3\n",
      "COH.E.highbeta.e.Fz.i.C3\n",
      "COH.E.highbeta.e.Fz.j.Cz\n",
      "COH.E.highbeta.e.Fz.k.C4\n",
      "COH.E.highbeta.e.Fz.l.T4\n",
      "COH.E.highbeta.e.Fz.m.T5\n",
      "COH.E.highbeta.e.Fz.n.P3\n",
      "COH.E.highbeta.e.Fz.o.Pz\n",
      "COH.E.highbeta.e.Fz.p.P4\n",
      "COH.E.highbeta.e.Fz.q.T6\n",
      "COH.E.highbeta.e.Fz.r.O1\n",
      "COH.E.highbeta.e.Fz.s.O2\n",
      "COH.E.highbeta.f.F4.g.F8\n",
      "COH.E.highbeta.f.F4.h.T3\n",
      "COH.E.highbeta.f.F4.i.C3\n",
      "COH.E.highbeta.f.F4.j.Cz\n",
      "COH.E.highbeta.f.F4.k.C4\n",
      "COH.E.highbeta.f.F4.l.T4\n",
      "COH.E.highbeta.f.F4.m.T5\n",
      "COH.E.highbeta.f.F4.n.P3\n",
      "COH.E.highbeta.f.F4.o.Pz\n",
      "COH.E.highbeta.f.F4.p.P4\n",
      "COH.E.highbeta.f.F4.q.T6\n",
      "COH.E.highbeta.f.F4.r.O1\n",
      "COH.E.highbeta.f.F4.s.O2\n",
      "COH.E.highbeta.g.F8.h.T3\n",
      "COH.E.highbeta.g.F8.i.C3\n",
      "COH.E.highbeta.g.F8.j.Cz\n",
      "COH.E.highbeta.g.F8.k.C4\n",
      "COH.E.highbeta.g.F8.l.T4\n",
      "COH.E.highbeta.g.F8.m.T5\n",
      "COH.E.highbeta.g.F8.n.P3\n",
      "COH.E.highbeta.g.F8.o.Pz\n",
      "COH.E.highbeta.g.F8.p.P4\n",
      "COH.E.highbeta.g.F8.q.T6\n",
      "COH.E.highbeta.g.F8.r.O1\n",
      "COH.E.highbeta.g.F8.s.O2\n",
      "COH.E.highbeta.h.T3.i.C3\n",
      "COH.E.highbeta.h.T3.j.Cz\n",
      "COH.E.highbeta.h.T3.k.C4\n",
      "COH.E.highbeta.h.T3.l.T4\n",
      "COH.E.highbeta.h.T3.m.T5\n",
      "COH.E.highbeta.h.T3.n.P3\n",
      "COH.E.highbeta.h.T3.o.Pz\n",
      "COH.E.highbeta.h.T3.p.P4\n",
      "COH.E.highbeta.h.T3.q.T6\n",
      "COH.E.highbeta.h.T3.r.O1\n",
      "COH.E.highbeta.h.T3.s.O2\n",
      "COH.E.highbeta.i.C3.j.Cz\n",
      "COH.E.highbeta.i.C3.k.C4\n",
      "COH.E.highbeta.i.C3.l.T4\n",
      "COH.E.highbeta.i.C3.m.T5\n",
      "COH.E.highbeta.i.C3.n.P3\n",
      "COH.E.highbeta.i.C3.o.Pz\n",
      "COH.E.highbeta.i.C3.p.P4\n",
      "COH.E.highbeta.i.C3.q.T6\n",
      "COH.E.highbeta.i.C3.r.O1\n",
      "COH.E.highbeta.i.C3.s.O2\n",
      "COH.E.highbeta.j.Cz.k.C4\n",
      "COH.E.highbeta.j.Cz.l.T4\n",
      "COH.E.highbeta.j.Cz.m.T5\n",
      "COH.E.highbeta.j.Cz.n.P3\n",
      "COH.E.highbeta.j.Cz.o.Pz\n",
      "COH.E.highbeta.j.Cz.p.P4\n",
      "COH.E.highbeta.j.Cz.q.T6\n",
      "COH.E.highbeta.j.Cz.r.O1\n",
      "COH.E.highbeta.j.Cz.s.O2\n",
      "COH.E.highbeta.k.C4.l.T4\n",
      "COH.E.highbeta.k.C4.m.T5\n",
      "COH.E.highbeta.k.C4.n.P3\n",
      "COH.E.highbeta.k.C4.o.Pz\n",
      "COH.E.highbeta.k.C4.p.P4\n",
      "COH.E.highbeta.k.C4.q.T6\n",
      "COH.E.highbeta.k.C4.r.O1\n",
      "COH.E.highbeta.k.C4.s.O2\n",
      "COH.E.highbeta.l.T4.m.T5\n",
      "COH.E.highbeta.l.T4.n.P3\n",
      "COH.E.highbeta.l.T4.o.Pz\n",
      "COH.E.highbeta.l.T4.p.P4\n",
      "COH.E.highbeta.l.T4.q.T6\n",
      "COH.E.highbeta.l.T4.r.O1\n",
      "COH.E.highbeta.l.T4.s.O2\n",
      "COH.E.highbeta.m.T5.n.P3\n",
      "COH.E.highbeta.m.T5.o.Pz\n",
      "COH.E.highbeta.m.T5.p.P4\n",
      "COH.E.highbeta.m.T5.q.T6\n",
      "COH.E.highbeta.m.T5.r.O1\n",
      "COH.E.highbeta.m.T5.s.O2\n",
      "COH.E.highbeta.n.P3.o.Pz\n",
      "COH.E.highbeta.n.P3.p.P4\n",
      "COH.E.highbeta.n.P3.q.T6\n",
      "COH.E.highbeta.n.P3.r.O1\n",
      "COH.E.highbeta.n.P3.s.O2\n",
      "COH.E.highbeta.o.Pz.p.P4\n",
      "COH.E.highbeta.o.Pz.q.T6\n",
      "COH.E.highbeta.o.Pz.r.O1\n",
      "COH.E.highbeta.o.Pz.s.O2\n",
      "COH.E.highbeta.p.P4.q.T6\n",
      "COH.E.highbeta.p.P4.r.O1\n",
      "COH.E.highbeta.p.P4.s.O2\n",
      "COH.E.highbeta.q.T6.r.O1\n",
      "COH.E.highbeta.q.T6.s.O2\n",
      "COH.E.highbeta.r.O1.s.O2\n",
      "COH.F.gamma.a.FP1.b.FP2\n",
      "COH.F.gamma.a.FP1.c.F7\n",
      "COH.F.gamma.a.FP1.d.F3\n",
      "COH.F.gamma.a.FP1.e.Fz\n",
      "COH.F.gamma.a.FP1.f.F4\n",
      "COH.F.gamma.a.FP1.g.F8\n",
      "COH.F.gamma.a.FP1.h.T3\n",
      "COH.F.gamma.a.FP1.i.C3\n",
      "COH.F.gamma.a.FP1.j.Cz\n",
      "COH.F.gamma.a.FP1.k.C4\n",
      "COH.F.gamma.a.FP1.l.T4\n",
      "COH.F.gamma.a.FP1.m.T5\n",
      "COH.F.gamma.a.FP1.n.P3\n",
      "COH.F.gamma.a.FP1.o.Pz\n",
      "COH.F.gamma.a.FP1.p.P4\n",
      "COH.F.gamma.a.FP1.q.T6\n",
      "COH.F.gamma.a.FP1.r.O1\n",
      "COH.F.gamma.a.FP1.s.O2\n",
      "COH.F.gamma.b.FP2.c.F7\n",
      "COH.F.gamma.b.FP2.d.F3\n",
      "COH.F.gamma.b.FP2.e.Fz\n",
      "COH.F.gamma.b.FP2.f.F4\n",
      "COH.F.gamma.b.FP2.g.F8\n",
      "COH.F.gamma.b.FP2.h.T3\n",
      "COH.F.gamma.b.FP2.i.C3\n",
      "COH.F.gamma.b.FP2.j.Cz\n",
      "COH.F.gamma.b.FP2.k.C4\n",
      "COH.F.gamma.b.FP2.l.T4\n",
      "COH.F.gamma.b.FP2.m.T5\n",
      "COH.F.gamma.b.FP2.n.P3\n",
      "COH.F.gamma.b.FP2.o.Pz\n",
      "COH.F.gamma.b.FP2.p.P4\n",
      "COH.F.gamma.b.FP2.q.T6\n",
      "COH.F.gamma.b.FP2.r.O1\n",
      "COH.F.gamma.b.FP2.s.O2\n",
      "COH.F.gamma.c.F7.d.F3\n",
      "COH.F.gamma.c.F7.e.Fz\n",
      "COH.F.gamma.c.F7.f.F4\n",
      "COH.F.gamma.c.F7.g.F8\n",
      "COH.F.gamma.c.F7.h.T3\n",
      "COH.F.gamma.c.F7.i.C3\n",
      "COH.F.gamma.c.F7.j.Cz\n",
      "COH.F.gamma.c.F7.k.C4\n",
      "COH.F.gamma.c.F7.l.T4\n",
      "COH.F.gamma.c.F7.m.T5\n",
      "COH.F.gamma.c.F7.n.P3\n",
      "COH.F.gamma.c.F7.o.Pz\n",
      "COH.F.gamma.c.F7.p.P4\n",
      "COH.F.gamma.c.F7.q.T6\n",
      "COH.F.gamma.c.F7.r.O1\n",
      "COH.F.gamma.c.F7.s.O2\n",
      "COH.F.gamma.d.F3.e.Fz\n",
      "COH.F.gamma.d.F3.f.F4\n",
      "COH.F.gamma.d.F3.g.F8\n",
      "COH.F.gamma.d.F3.h.T3\n",
      "COH.F.gamma.d.F3.i.C3\n",
      "COH.F.gamma.d.F3.j.Cz\n",
      "COH.F.gamma.d.F3.k.C4\n",
      "COH.F.gamma.d.F3.l.T4\n",
      "COH.F.gamma.d.F3.m.T5\n",
      "COH.F.gamma.d.F3.n.P3\n",
      "COH.F.gamma.d.F3.o.Pz\n",
      "COH.F.gamma.d.F3.p.P4\n",
      "COH.F.gamma.d.F3.q.T6\n",
      "COH.F.gamma.d.F3.r.O1\n",
      "COH.F.gamma.d.F3.s.O2\n",
      "COH.F.gamma.e.Fz.f.F4\n",
      "COH.F.gamma.e.Fz.g.F8\n",
      "COH.F.gamma.e.Fz.h.T3\n",
      "COH.F.gamma.e.Fz.i.C3\n",
      "COH.F.gamma.e.Fz.j.Cz\n",
      "COH.F.gamma.e.Fz.k.C4\n",
      "COH.F.gamma.e.Fz.l.T4\n",
      "COH.F.gamma.e.Fz.m.T5\n",
      "COH.F.gamma.e.Fz.n.P3\n",
      "COH.F.gamma.e.Fz.o.Pz\n",
      "COH.F.gamma.e.Fz.p.P4\n",
      "COH.F.gamma.e.Fz.q.T6\n",
      "COH.F.gamma.e.Fz.r.O1\n",
      "COH.F.gamma.e.Fz.s.O2\n",
      "COH.F.gamma.f.F4.g.F8\n",
      "COH.F.gamma.f.F4.h.T3\n",
      "COH.F.gamma.f.F4.i.C3\n",
      "COH.F.gamma.f.F4.j.Cz\n",
      "COH.F.gamma.f.F4.k.C4\n",
      "COH.F.gamma.f.F4.l.T4\n",
      "COH.F.gamma.f.F4.m.T5\n",
      "COH.F.gamma.f.F4.n.P3\n",
      "COH.F.gamma.f.F4.o.Pz\n",
      "COH.F.gamma.f.F4.p.P4\n",
      "COH.F.gamma.f.F4.q.T6\n",
      "COH.F.gamma.f.F4.r.O1\n",
      "COH.F.gamma.f.F4.s.O2\n",
      "COH.F.gamma.g.F8.h.T3\n",
      "COH.F.gamma.g.F8.i.C3\n",
      "COH.F.gamma.g.F8.j.Cz\n",
      "COH.F.gamma.g.F8.k.C4\n",
      "COH.F.gamma.g.F8.l.T4\n",
      "COH.F.gamma.g.F8.m.T5\n",
      "COH.F.gamma.g.F8.n.P3\n",
      "COH.F.gamma.g.F8.o.Pz\n",
      "COH.F.gamma.g.F8.p.P4\n",
      "COH.F.gamma.g.F8.q.T6\n",
      "COH.F.gamma.g.F8.r.O1\n",
      "COH.F.gamma.g.F8.s.O2\n",
      "COH.F.gamma.h.T3.i.C3\n",
      "COH.F.gamma.h.T3.j.Cz\n",
      "COH.F.gamma.h.T3.k.C4\n",
      "COH.F.gamma.h.T3.l.T4\n",
      "COH.F.gamma.h.T3.m.T5\n",
      "COH.F.gamma.h.T3.n.P3\n",
      "COH.F.gamma.h.T3.o.Pz\n",
      "COH.F.gamma.h.T3.p.P4\n",
      "COH.F.gamma.h.T3.q.T6\n",
      "COH.F.gamma.h.T3.r.O1\n",
      "COH.F.gamma.h.T3.s.O2\n",
      "COH.F.gamma.i.C3.j.Cz\n",
      "COH.F.gamma.i.C3.k.C4\n",
      "COH.F.gamma.i.C3.l.T4\n",
      "COH.F.gamma.i.C3.m.T5\n",
      "COH.F.gamma.i.C3.n.P3\n",
      "COH.F.gamma.i.C3.o.Pz\n",
      "COH.F.gamma.i.C3.p.P4\n",
      "COH.F.gamma.i.C3.q.T6\n",
      "COH.F.gamma.i.C3.r.O1\n",
      "COH.F.gamma.i.C3.s.O2\n",
      "COH.F.gamma.j.Cz.k.C4\n",
      "COH.F.gamma.j.Cz.l.T4\n",
      "COH.F.gamma.j.Cz.m.T5\n",
      "COH.F.gamma.j.Cz.n.P3\n",
      "COH.F.gamma.j.Cz.o.Pz\n",
      "COH.F.gamma.j.Cz.p.P4\n",
      "COH.F.gamma.j.Cz.q.T6\n",
      "COH.F.gamma.j.Cz.r.O1\n",
      "COH.F.gamma.j.Cz.s.O2\n",
      "COH.F.gamma.k.C4.l.T4\n",
      "COH.F.gamma.k.C4.m.T5\n",
      "COH.F.gamma.k.C4.n.P3\n",
      "COH.F.gamma.k.C4.o.Pz\n",
      "COH.F.gamma.k.C4.p.P4\n",
      "COH.F.gamma.k.C4.q.T6\n",
      "COH.F.gamma.k.C4.r.O1\n",
      "COH.F.gamma.k.C4.s.O2\n",
      "COH.F.gamma.l.T4.m.T5\n",
      "COH.F.gamma.l.T4.n.P3\n",
      "COH.F.gamma.l.T4.o.Pz\n",
      "COH.F.gamma.l.T4.p.P4\n",
      "COH.F.gamma.l.T4.q.T6\n",
      "COH.F.gamma.l.T4.r.O1\n",
      "COH.F.gamma.l.T4.s.O2\n",
      "COH.F.gamma.m.T5.n.P3\n",
      "COH.F.gamma.m.T5.o.Pz\n",
      "COH.F.gamma.m.T5.p.P4\n",
      "COH.F.gamma.m.T5.q.T6\n",
      "COH.F.gamma.m.T5.r.O1\n",
      "COH.F.gamma.m.T5.s.O2\n",
      "COH.F.gamma.n.P3.o.Pz\n",
      "COH.F.gamma.n.P3.p.P4\n",
      "COH.F.gamma.n.P3.q.T6\n",
      "COH.F.gamma.n.P3.r.O1\n",
      "COH.F.gamma.n.P3.s.O2\n",
      "COH.F.gamma.o.Pz.p.P4\n",
      "COH.F.gamma.o.Pz.q.T6\n",
      "COH.F.gamma.o.Pz.r.O1\n",
      "COH.F.gamma.o.Pz.s.O2\n",
      "COH.F.gamma.p.P4.q.T6\n",
      "COH.F.gamma.p.P4.r.O1\n",
      "COH.F.gamma.p.P4.s.O2\n",
      "COH.F.gamma.q.T6.r.O1\n",
      "COH.F.gamma.q.T6.s.O2\n",
      "COH.F.gamma.r.O1.s.O2\n"
     ]
    }
   ],
   "source": [
    "# Specify the pattern\n",
    "pattern = 'COH'\n",
    "\n",
    "# Get the column names that contain the specified pattern\n",
    "matching_columns = [col for col in df.columns if pattern in col]\n",
    "\n",
    "# Count the number of columns that contain the specified pattern\n",
    "num_matching_columns = len(matching_columns)\n",
    "\n",
    "# Display the number of matching columns and their names\n",
    "print(\"Number of columns containing '{}': {}\".format(pattern, num_matching_columns))\n",
    "print(\"Column names:\")\n",
    "for col in matching_columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "12468e97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of columns not containing 'COH': 123\n",
      "Column names:\n",
      "no.\n",
      "sex\n",
      "age\n",
      "eeg.date\n",
      "education\n",
      "IQ\n",
      "main.disorder\n",
      "specific.disorder\n",
      "AB.A.delta.a.FP1\n",
      "AB.A.delta.b.FP2\n",
      "AB.A.delta.c.F7\n",
      "AB.A.delta.d.F3\n",
      "AB.A.delta.e.Fz\n",
      "AB.A.delta.f.F4\n",
      "AB.A.delta.g.F8\n",
      "AB.A.delta.h.T3\n",
      "AB.A.delta.i.C3\n",
      "AB.A.delta.j.Cz\n",
      "AB.A.delta.k.C4\n",
      "AB.A.delta.l.T4\n",
      "AB.A.delta.m.T5\n",
      "AB.A.delta.n.P3\n",
      "AB.A.delta.o.Pz\n",
      "AB.A.delta.p.P4\n",
      "AB.A.delta.q.T6\n",
      "AB.A.delta.r.O1\n",
      "AB.A.delta.s.O2\n",
      "AB.B.theta.a.FP1\n",
      "AB.B.theta.b.FP2\n",
      "AB.B.theta.c.F7\n",
      "AB.B.theta.d.F3\n",
      "AB.B.theta.e.Fz\n",
      "AB.B.theta.f.F4\n",
      "AB.B.theta.g.F8\n",
      "AB.B.theta.h.T3\n",
      "AB.B.theta.i.C3\n",
      "AB.B.theta.j.Cz\n",
      "AB.B.theta.k.C4\n",
      "AB.B.theta.l.T4\n",
      "AB.B.theta.m.T5\n",
      "AB.B.theta.n.P3\n",
      "AB.B.theta.o.Pz\n",
      "AB.B.theta.p.P4\n",
      "AB.B.theta.q.T6\n",
      "AB.B.theta.r.O1\n",
      "AB.B.theta.s.O2\n",
      "AB.C.alpha.a.FP1\n",
      "AB.C.alpha.b.FP2\n",
      "AB.C.alpha.c.F7\n",
      "AB.C.alpha.d.F3\n",
      "AB.C.alpha.e.Fz\n",
      "AB.C.alpha.f.F4\n",
      "AB.C.alpha.g.F8\n",
      "AB.C.alpha.h.T3\n",
      "AB.C.alpha.i.C3\n",
      "AB.C.alpha.j.Cz\n",
      "AB.C.alpha.k.C4\n",
      "AB.C.alpha.l.T4\n",
      "AB.C.alpha.m.T5\n",
      "AB.C.alpha.n.P3\n",
      "AB.C.alpha.o.Pz\n",
      "AB.C.alpha.p.P4\n",
      "AB.C.alpha.q.T6\n",
      "AB.C.alpha.r.O1\n",
      "AB.C.alpha.s.O2\n",
      "AB.D.beta.a.FP1\n",
      "AB.D.beta.b.FP2\n",
      "AB.D.beta.c.F7\n",
      "AB.D.beta.d.F3\n",
      "AB.D.beta.e.Fz\n",
      "AB.D.beta.f.F4\n",
      "AB.D.beta.g.F8\n",
      "AB.D.beta.h.T3\n",
      "AB.D.beta.i.C3\n",
      "AB.D.beta.j.Cz\n",
      "AB.D.beta.k.C4\n",
      "AB.D.beta.l.T4\n",
      "AB.D.beta.m.T5\n",
      "AB.D.beta.n.P3\n",
      "AB.D.beta.o.Pz\n",
      "AB.D.beta.p.P4\n",
      "AB.D.beta.q.T6\n",
      "AB.D.beta.r.O1\n",
      "AB.D.beta.s.O2\n",
      "AB.E.highbeta.a.FP1\n",
      "AB.E.highbeta.b.FP2\n",
      "AB.E.highbeta.c.F7\n",
      "AB.E.highbeta.d.F3\n",
      "AB.E.highbeta.e.Fz\n",
      "AB.E.highbeta.f.F4\n",
      "AB.E.highbeta.g.F8\n",
      "AB.E.highbeta.h.T3\n",
      "AB.E.highbeta.i.C3\n",
      "AB.E.highbeta.j.Cz\n",
      "AB.E.highbeta.k.C4\n",
      "AB.E.highbeta.l.T4\n",
      "AB.E.highbeta.m.T5\n",
      "AB.E.highbeta.n.P3\n",
      "AB.E.highbeta.o.Pz\n",
      "AB.E.highbeta.p.P4\n",
      "AB.E.highbeta.q.T6\n",
      "AB.E.highbeta.r.O1\n",
      "AB.E.highbeta.s.O2\n",
      "AB.F.gamma.a.FP1\n",
      "AB.F.gamma.b.FP2\n",
      "AB.F.gamma.c.F7\n",
      "AB.F.gamma.d.F3\n",
      "AB.F.gamma.e.Fz\n",
      "AB.F.gamma.f.F4\n",
      "AB.F.gamma.g.F8\n",
      "AB.F.gamma.h.T3\n",
      "AB.F.gamma.i.C3\n",
      "AB.F.gamma.j.Cz\n",
      "AB.F.gamma.k.C4\n",
      "AB.F.gamma.l.T4\n",
      "AB.F.gamma.m.T5\n",
      "AB.F.gamma.n.P3\n",
      "AB.F.gamma.o.Pz\n",
      "AB.F.gamma.p.P4\n",
      "AB.F.gamma.q.T6\n",
      "AB.F.gamma.r.O1\n",
      "AB.F.gamma.s.O2\n",
      "Unnamed: 122\n"
     ]
    }
   ],
   "source": [
    "# Specify the pattern\n",
    "pattern = 'COH'\n",
    "\n",
    "# Get the column names that do not contain the specified pattern\n",
    "non_matching_columns = [col for col in df.columns if pattern not in col]\n",
    "\n",
    "# Display the number of non-matching columns and their names\n",
    "print(\"Number of columns not containing '{}': {}\".format(pattern, len(non_matching_columns)))\n",
    "print(\"Column names:\")\n",
    "for col in non_matching_columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c3b22806",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>eeg.date</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>Unnamed: 122</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2012.8.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>35.998557</td>\n",
       "      <td>21.717375</td>\n",
       "      <td>...</td>\n",
       "      <td>1.765493</td>\n",
       "      <td>1.464281</td>\n",
       "      <td>1.501948</td>\n",
       "      <td>1.707307</td>\n",
       "      <td>1.553448</td>\n",
       "      <td>1.552658</td>\n",
       "      <td>1.388662</td>\n",
       "      <td>1.592717</td>\n",
       "      <td>1.806598</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2012.9.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.425118</td>\n",
       "      <td>11.002916</td>\n",
       "      <td>...</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012.9.10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>29.941780</td>\n",
       "      <td>27.544684</td>\n",
       "      <td>...</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2012.10.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>21.496226</td>\n",
       "      <td>21.846832</td>\n",
       "      <td>...</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2012.10.18</td>\n",
       "      <td>16.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>37.775667</td>\n",
       "      <td>33.607679</td>\n",
       "      <td>...</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 123 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age    eeg.date  education     IQ       main.disorder  \\\n",
       "0    1   M  57.0   2012.8.30        NaN    NaN  Addictive disorder   \n",
       "1    2   M  37.0    2012.9.6        6.0  120.0  Addictive disorder   \n",
       "2    3   M  32.0   2012.9.10       16.0  113.0  Addictive disorder   \n",
       "3    4   M  35.0   2012.10.8       18.0  126.0  Addictive disorder   \n",
       "4    5   M  36.0  2012.10.18       16.0  112.0  Addictive disorder   \n",
       "\n",
       "      specific.disorder  AB.A.delta.a.FP1  AB.A.delta.b.FP2  ...  \\\n",
       "0  Alcohol use disorder         35.998557         21.717375  ...   \n",
       "1  Alcohol use disorder         13.425118         11.002916  ...   \n",
       "2  Alcohol use disorder         29.941780         27.544684  ...   \n",
       "3  Alcohol use disorder         21.496226         21.846832  ...   \n",
       "4  Alcohol use disorder         37.775667         33.607679  ...   \n",
       "\n",
       "   AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
       "0         1.765493         1.464281         1.501948         1.707307   \n",
       "1         0.931967         0.437117         0.930843         1.234874   \n",
       "2         1.691152         1.505663         1.133891         1.661768   \n",
       "3         1.122776         2.128138         1.648217         1.147666   \n",
       "4         2.320845         3.562820         1.441662         1.018804   \n",
       "\n",
       "   AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "0         1.553448         1.552658         1.388662         1.592717   \n",
       "1         1.373268         1.411808         1.140695         1.118041   \n",
       "2         1.403429         1.349457         1.270525         1.408471   \n",
       "3         1.049152         1.131654         1.415856         1.391048   \n",
       "4         1.274009         2.350806         2.307730         2.129431   \n",
       "\n",
       "   AB.F.gamma.s.O2  Unnamed: 122  \n",
       "0         1.806598           NaN  \n",
       "1         3.162143           NaN  \n",
       "2         1.454618           NaN  \n",
       "3         1.527403           NaN  \n",
       "4         3.766860           NaN  \n",
       "\n",
       "[5 rows x 123 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Specify the pattern\n",
    "pattern = 'COH'\n",
    "\n",
    "# Get the column names that contain the specified pattern\n",
    "matching_columns = [col for col in df.columns if pattern in col]\n",
    "\n",
    "# Drop columns containing the specified pattern\n",
    "df = df.drop(columns=matching_columns)\n",
    "\n",
    "# Display the DataFrame after dropping the columns\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a60029c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>eeg.date</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>Unnamed: 122</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>114</td>\n",
       "      <td>F</td>\n",
       "      <td>34.16</td>\n",
       "      <td>2018.6.29</td>\n",
       "      <td>18.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>72.431249</td>\n",
       "      <td>69.386059</td>\n",
       "      <td>...</td>\n",
       "      <td>2.629897</td>\n",
       "      <td>1.921199</td>\n",
       "      <td>2.833677</td>\n",
       "      <td>3.291747</td>\n",
       "      <td>2.824944</td>\n",
       "      <td>2.820016</td>\n",
       "      <td>2.248725</td>\n",
       "      <td>2.982932</td>\n",
       "      <td>2.940030</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>115</td>\n",
       "      <td>F</td>\n",
       "      <td>42.35</td>\n",
       "      <td>2018.6.29</td>\n",
       "      <td>16.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>19.579138</td>\n",
       "      <td>19.703305</td>\n",
       "      <td>...</td>\n",
       "      <td>3.053290</td>\n",
       "      <td>2.505505</td>\n",
       "      <td>5.045257</td>\n",
       "      <td>4.101235</td>\n",
       "      <td>5.778042</td>\n",
       "      <td>3.676781</td>\n",
       "      <td>5.580233</td>\n",
       "      <td>6.530776</td>\n",
       "      <td>6.796860</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>116</td>\n",
       "      <td>F</td>\n",
       "      <td>35.16</td>\n",
       "      <td>2018.6.30</td>\n",
       "      <td>16.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>17.916294</td>\n",
       "      <td>22.911557</td>\n",
       "      <td>...</td>\n",
       "      <td>4.408061</td>\n",
       "      <td>4.432309</td>\n",
       "      <td>3.839380</td>\n",
       "      <td>4.121491</td>\n",
       "      <td>3.959794</td>\n",
       "      <td>4.245507</td>\n",
       "      <td>4.349864</td>\n",
       "      <td>4.078656</td>\n",
       "      <td>3.722995</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>117</td>\n",
       "      <td>F</td>\n",
       "      <td>25.65</td>\n",
       "      <td>2018.7.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>20.081892</td>\n",
       "      <td>17.928614</td>\n",
       "      <td>...</td>\n",
       "      <td>0.938444</td>\n",
       "      <td>0.652126</td>\n",
       "      <td>0.874891</td>\n",
       "      <td>0.800209</td>\n",
       "      <td>0.911272</td>\n",
       "      <td>0.823876</td>\n",
       "      <td>0.676607</td>\n",
       "      <td>0.654119</td>\n",
       "      <td>0.682812</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>118</td>\n",
       "      <td>F</td>\n",
       "      <td>18.89</td>\n",
       "      <td>2018.7.3</td>\n",
       "      <td>12.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>18.429434</td>\n",
       "      <td>26.156602</td>\n",
       "      <td>...</td>\n",
       "      <td>2.729161</td>\n",
       "      <td>2.882060</td>\n",
       "      <td>2.163485</td>\n",
       "      <td>2.393303</td>\n",
       "      <td>2.455410</td>\n",
       "      <td>2.517420</td>\n",
       "      <td>2.242771</td>\n",
       "      <td>1.933288</td>\n",
       "      <td>2.269774</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>941</td>\n",
       "      <td>M</td>\n",
       "      <td>22.00</td>\n",
       "      <td>2014.8.28</td>\n",
       "      <td>13.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>41.851823</td>\n",
       "      <td>36.771496</td>\n",
       "      <td>...</td>\n",
       "      <td>1.763397</td>\n",
       "      <td>1.285942</td>\n",
       "      <td>2.437923</td>\n",
       "      <td>2.130979</td>\n",
       "      <td>1.727413</td>\n",
       "      <td>1.710518</td>\n",
       "      <td>2.574734</td>\n",
       "      <td>2.533354</td>\n",
       "      <td>5.596057</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>942</td>\n",
       "      <td>M</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2014.9.19</td>\n",
       "      <td>13.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>18.986856</td>\n",
       "      <td>19.401387</td>\n",
       "      <td>...</td>\n",
       "      <td>2.685138</td>\n",
       "      <td>2.648595</td>\n",
       "      <td>2.559590</td>\n",
       "      <td>3.054965</td>\n",
       "      <td>3.163359</td>\n",
       "      <td>3.247100</td>\n",
       "      <td>2.646515</td>\n",
       "      <td>3.385173</td>\n",
       "      <td>3.085049</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>943</td>\n",
       "      <td>M</td>\n",
       "      <td>26.00</td>\n",
       "      <td>2014.9.27</td>\n",
       "      <td>16.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>28.781317</td>\n",
       "      <td>32.369230</td>\n",
       "      <td>...</td>\n",
       "      <td>2.434620</td>\n",
       "      <td>1.501337</td>\n",
       "      <td>0.840513</td>\n",
       "      <td>1.733498</td>\n",
       "      <td>1.610465</td>\n",
       "      <td>1.644675</td>\n",
       "      <td>1.216763</td>\n",
       "      <td>1.614421</td>\n",
       "      <td>1.164097</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>944</td>\n",
       "      <td>M</td>\n",
       "      <td>24.00</td>\n",
       "      <td>2014.9.20</td>\n",
       "      <td>13.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>19.929100</td>\n",
       "      <td>25.196375</td>\n",
       "      <td>...</td>\n",
       "      <td>1.678465</td>\n",
       "      <td>3.655796</td>\n",
       "      <td>1.429330</td>\n",
       "      <td>3.151128</td>\n",
       "      <td>1.630643</td>\n",
       "      <td>1.888551</td>\n",
       "      <td>1.447402</td>\n",
       "      <td>1.819110</td>\n",
       "      <td>1.302056</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>945</td>\n",
       "      <td>M</td>\n",
       "      <td>21.00</td>\n",
       "      <td>2015.10.23</td>\n",
       "      <td>13.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>Healthy control</td>\n",
       "      <td>65.195346</td>\n",
       "      <td>69.241972</td>\n",
       "      <td>...</td>\n",
       "      <td>0.972956</td>\n",
       "      <td>2.340291</td>\n",
       "      <td>0.621251</td>\n",
       "      <td>0.750963</td>\n",
       "      <td>0.785956</td>\n",
       "      <td>0.785196</td>\n",
       "      <td>1.205448</td>\n",
       "      <td>1.711367</td>\n",
       "      <td>5.188920</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95 rows × 123 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     no. sex    age    eeg.date  education     IQ    main.disorder  \\\n",
       "113  114   F  34.16   2018.6.29       18.0  119.0  Healthy control   \n",
       "114  115   F  42.35   2018.6.29       16.0  110.0  Healthy control   \n",
       "115  116   F  35.16   2018.6.30       16.0  122.0  Healthy control   \n",
       "116  117   F  25.65    2018.7.2       18.0  118.0  Healthy control   \n",
       "117  118   F  18.89    2018.7.3       12.0  108.0  Healthy control   \n",
       "..   ...  ..    ...         ...        ...    ...              ...   \n",
       "940  941   M  22.00   2014.8.28       13.0  116.0  Healthy control   \n",
       "941  942   M  26.00   2014.9.19       13.0  118.0  Healthy control   \n",
       "942  943   M  26.00   2014.9.27       16.0  113.0  Healthy control   \n",
       "943  944   M  24.00   2014.9.20       13.0  107.0  Healthy control   \n",
       "944  945   M  21.00  2015.10.23       13.0  105.0  Healthy control   \n",
       "\n",
       "    specific.disorder  AB.A.delta.a.FP1  AB.A.delta.b.FP2  ...  \\\n",
       "113   Healthy control         72.431249         69.386059  ...   \n",
       "114   Healthy control         19.579138         19.703305  ...   \n",
       "115   Healthy control         17.916294         22.911557  ...   \n",
       "116   Healthy control         20.081892         17.928614  ...   \n",
       "117   Healthy control         18.429434         26.156602  ...   \n",
       "..                ...               ...               ...  ...   \n",
       "940   Healthy control         41.851823         36.771496  ...   \n",
       "941   Healthy control         18.986856         19.401387  ...   \n",
       "942   Healthy control         28.781317         32.369230  ...   \n",
       "943   Healthy control         19.929100         25.196375  ...   \n",
       "944   Healthy control         65.195346         69.241972  ...   \n",
       "\n",
       "     AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
       "113         2.629897         1.921199         2.833677         3.291747   \n",
       "114         3.053290         2.505505         5.045257         4.101235   \n",
       "115         4.408061         4.432309         3.839380         4.121491   \n",
       "116         0.938444         0.652126         0.874891         0.800209   \n",
       "117         2.729161         2.882060         2.163485         2.393303   \n",
       "..               ...              ...              ...              ...   \n",
       "940         1.763397         1.285942         2.437923         2.130979   \n",
       "941         2.685138         2.648595         2.559590         3.054965   \n",
       "942         2.434620         1.501337         0.840513         1.733498   \n",
       "943         1.678465         3.655796         1.429330         3.151128   \n",
       "944         0.972956         2.340291         0.621251         0.750963   \n",
       "\n",
       "     AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "113         2.824944         2.820016         2.248725         2.982932   \n",
       "114         5.778042         3.676781         5.580233         6.530776   \n",
       "115         3.959794         4.245507         4.349864         4.078656   \n",
       "116         0.911272         0.823876         0.676607         0.654119   \n",
       "117         2.455410         2.517420         2.242771         1.933288   \n",
       "..               ...              ...              ...              ...   \n",
       "940         1.727413         1.710518         2.574734         2.533354   \n",
       "941         3.163359         3.247100         2.646515         3.385173   \n",
       "942         1.610465         1.644675         1.216763         1.614421   \n",
       "943         1.630643         1.888551         1.447402         1.819110   \n",
       "944         0.785956         0.785196         1.205448         1.711367   \n",
       "\n",
       "     AB.F.gamma.s.O2  Unnamed: 122  \n",
       "113         2.940030           NaN  \n",
       "114         6.796860           NaN  \n",
       "115         3.722995           NaN  \n",
       "116         0.682812           NaN  \n",
       "117         2.269774           NaN  \n",
       "..               ...           ...  \n",
       "940         5.596057           NaN  \n",
       "941         3.085049           NaN  \n",
       "942         1.164097           NaN  \n",
       "943         1.302056           NaN  \n",
       "944         5.188920           NaN  \n",
       "\n",
       "[95 rows x 123 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered_df = df[df['main.disorder'] == \"Healthy control\"]\n",
    "\n",
    "# Display the filtered DataFrame\n",
    "filtered_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2f8871c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Range of values for column 'AB.A.delta.a.FP1': 3.27226 to 92.826192\n"
     ]
    }
   ],
   "source": [
    "min_value = df['AB.A.delta.a.FP1'].min()\n",
    "max_value = df['AB.A.delta.a.FP1'].max()\n",
    "\n",
    "# Display the range of values\n",
    "print(\"Range of values for column 'AB.A.delta.a.FP1':\", min_value, \"to\", max_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8ba2a48c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 945 entries, 0 to 944\n",
      "Columns: 123 entries, no. to Unnamed: 122\n",
      "dtypes: float64(118), int64(1), object(4)\n",
      "memory usage: 908.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f3696efd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>AB.A.delta.c.F7</th>\n",
       "      <th>AB.A.delta.d.F3</th>\n",
       "      <th>AB.A.delta.e.Fz</th>\n",
       "      <th>AB.A.delta.f.F4</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>Unnamed: 122</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>930.000000</td>\n",
       "      <td>932.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>473.000000</td>\n",
       "      <td>30.594804</td>\n",
       "      <td>13.438710</td>\n",
       "      <td>101.580472</td>\n",
       "      <td>20.182936</td>\n",
       "      <td>21.177584</td>\n",
       "      <td>17.749553</td>\n",
       "      <td>18.901698</td>\n",
       "      <td>20.447079</td>\n",
       "      <td>19.490329</td>\n",
       "      <td>...</td>\n",
       "      <td>2.736202</td>\n",
       "      <td>2.852528</td>\n",
       "      <td>2.131400</td>\n",
       "      <td>2.397203</td>\n",
       "      <td>2.436697</td>\n",
       "      <td>2.465187</td>\n",
       "      <td>2.431201</td>\n",
       "      <td>3.549241</td>\n",
       "      <td>3.501666</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>272.942302</td>\n",
       "      <td>11.781592</td>\n",
       "      <td>2.550461</td>\n",
       "      <td>17.022414</td>\n",
       "      <td>11.282022</td>\n",
       "      <td>12.230662</td>\n",
       "      <td>10.003598</td>\n",
       "      <td>9.079482</td>\n",
       "      <td>9.742912</td>\n",
       "      <td>9.252500</td>\n",
       "      <td>...</td>\n",
       "      <td>3.499157</td>\n",
       "      <td>3.705205</td>\n",
       "      <td>2.402956</td>\n",
       "      <td>2.197773</td>\n",
       "      <td>2.137977</td>\n",
       "      <td>2.189441</td>\n",
       "      <td>2.477094</td>\n",
       "      <td>4.853481</td>\n",
       "      <td>5.155927</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>3.272260</td>\n",
       "      <td>3.244199</td>\n",
       "      <td>3.050507</td>\n",
       "      <td>3.412618</td>\n",
       "      <td>5.066593</td>\n",
       "      <td>4.048931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.084348</td>\n",
       "      <td>0.073880</td>\n",
       "      <td>0.057436</td>\n",
       "      <td>0.094525</td>\n",
       "      <td>0.086495</td>\n",
       "      <td>0.098177</td>\n",
       "      <td>0.085225</td>\n",
       "      <td>0.129663</td>\n",
       "      <td>0.101598</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>237.000000</td>\n",
       "      <td>21.730000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>12.784872</td>\n",
       "      <td>13.019269</td>\n",
       "      <td>11.134327</td>\n",
       "      <td>12.460586</td>\n",
       "      <td>13.548645</td>\n",
       "      <td>12.637717</td>\n",
       "      <td>...</td>\n",
       "      <td>1.282516</td>\n",
       "      <td>1.033983</td>\n",
       "      <td>0.851493</td>\n",
       "      <td>1.105636</td>\n",
       "      <td>1.185822</td>\n",
       "      <td>1.182338</td>\n",
       "      <td>1.023967</td>\n",
       "      <td>1.169422</td>\n",
       "      <td>1.159454</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>473.000000</td>\n",
       "      <td>26.150000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>17.065286</td>\n",
       "      <td>17.838251</td>\n",
       "      <td>15.541469</td>\n",
       "      <td>16.733004</td>\n",
       "      <td>18.065276</td>\n",
       "      <td>17.432568</td>\n",
       "      <td>...</td>\n",
       "      <td>1.987610</td>\n",
       "      <td>1.720832</td>\n",
       "      <td>1.522197</td>\n",
       "      <td>1.801815</td>\n",
       "      <td>1.882408</td>\n",
       "      <td>1.888060</td>\n",
       "      <td>1.713623</td>\n",
       "      <td>2.105134</td>\n",
       "      <td>2.148575</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>709.000000</td>\n",
       "      <td>35.450000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>24.492760</td>\n",
       "      <td>25.654394</td>\n",
       "      <td>21.623961</td>\n",
       "      <td>23.347900</td>\n",
       "      <td>25.573096</td>\n",
       "      <td>23.956748</td>\n",
       "      <td>...</td>\n",
       "      <td>3.132080</td>\n",
       "      <td>3.226708</td>\n",
       "      <td>2.594355</td>\n",
       "      <td>2.965286</td>\n",
       "      <td>2.926328</td>\n",
       "      <td>3.087733</td>\n",
       "      <td>2.936825</td>\n",
       "      <td>4.026164</td>\n",
       "      <td>3.875667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>945.000000</td>\n",
       "      <td>71.880000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>92.826192</td>\n",
       "      <td>101.515687</td>\n",
       "      <td>91.373456</td>\n",
       "      <td>82.544167</td>\n",
       "      <td>101.566662</td>\n",
       "      <td>77.197502</td>\n",
       "      <td>...</td>\n",
       "      <td>73.443483</td>\n",
       "      <td>41.393856</td>\n",
       "      <td>44.110996</td>\n",
       "      <td>21.162924</td>\n",
       "      <td>22.499065</td>\n",
       "      <td>22.502034</td>\n",
       "      <td>21.763724</td>\n",
       "      <td>70.018106</td>\n",
       "      <td>75.538846</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 119 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              no.         age   education          IQ  AB.A.delta.a.FP1  \\\n",
       "count  945.000000  945.000000  930.000000  932.000000        945.000000   \n",
       "mean   473.000000   30.594804   13.438710  101.580472         20.182936   \n",
       "std    272.942302   11.781592    2.550461   17.022414         11.282022   \n",
       "min      1.000000   18.000000    0.000000   49.000000          3.272260   \n",
       "25%    237.000000   21.730000   12.000000   91.000000         12.784872   \n",
       "50%    473.000000   26.150000   13.000000  102.000000         17.065286   \n",
       "75%    709.000000   35.450000   16.000000  114.000000         24.492760   \n",
       "max    945.000000   71.880000   20.000000  145.000000         92.826192   \n",
       "\n",
       "       AB.A.delta.b.FP2  AB.A.delta.c.F7  AB.A.delta.d.F3  AB.A.delta.e.Fz  \\\n",
       "count        945.000000       945.000000       945.000000       945.000000   \n",
       "mean          21.177584        17.749553        18.901698        20.447079   \n",
       "std           12.230662        10.003598         9.079482         9.742912   \n",
       "min            3.244199         3.050507         3.412618         5.066593   \n",
       "25%           13.019269        11.134327        12.460586        13.548645   \n",
       "50%           17.838251        15.541469        16.733004        18.065276   \n",
       "75%           25.654394        21.623961        23.347900        25.573096   \n",
       "max          101.515687        91.373456        82.544167       101.566662   \n",
       "\n",
       "       AB.A.delta.f.F4  ...  AB.F.gamma.k.C4  AB.F.gamma.l.T4  \\\n",
       "count       945.000000  ...       945.000000       945.000000   \n",
       "mean         19.490329  ...         2.736202         2.852528   \n",
       "std           9.252500  ...         3.499157         3.705205   \n",
       "min           4.048931  ...         0.084348         0.073880   \n",
       "25%          12.637717  ...         1.282516         1.033983   \n",
       "50%          17.432568  ...         1.987610         1.720832   \n",
       "75%          23.956748  ...         3.132080         3.226708   \n",
       "max          77.197502  ...        73.443483        41.393856   \n",
       "\n",
       "       AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  \\\n",
       "count       945.000000       945.000000       945.000000       945.000000   \n",
       "mean          2.131400         2.397203         2.436697         2.465187   \n",
       "std           2.402956         2.197773         2.137977         2.189441   \n",
       "min           0.057436         0.094525         0.086495         0.098177   \n",
       "25%           0.851493         1.105636         1.185822         1.182338   \n",
       "50%           1.522197         1.801815         1.882408         1.888060   \n",
       "75%           2.594355         2.965286         2.926328         3.087733   \n",
       "max          44.110996        21.162924        22.499065        22.502034   \n",
       "\n",
       "       AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  Unnamed: 122  \n",
       "count       945.000000       945.000000       945.000000           0.0  \n",
       "mean          2.431201         3.549241         3.501666           NaN  \n",
       "std           2.477094         4.853481         5.155927           NaN  \n",
       "min           0.085225         0.129663         0.101598           NaN  \n",
       "25%           1.023967         1.169422         1.159454           NaN  \n",
       "50%           1.713623         2.105134         2.148575           NaN  \n",
       "75%           2.936825         4.026164         3.875667           NaN  \n",
       "max          21.763724        70.018106        75.538846           NaN  \n",
       "\n",
       "[8 rows x 119 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bedf1692",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>eeg.date</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>Unnamed: 122</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2012.8.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>35.998557</td>\n",
       "      <td>21.717375</td>\n",
       "      <td>...</td>\n",
       "      <td>1.765493</td>\n",
       "      <td>1.464281</td>\n",
       "      <td>1.501948</td>\n",
       "      <td>1.707307</td>\n",
       "      <td>1.553448</td>\n",
       "      <td>1.552658</td>\n",
       "      <td>1.388662</td>\n",
       "      <td>1.592717</td>\n",
       "      <td>1.806598</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2012.9.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.425118</td>\n",
       "      <td>11.002916</td>\n",
       "      <td>...</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012.9.10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>29.941780</td>\n",
       "      <td>27.544684</td>\n",
       "      <td>...</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2012.10.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>21.496226</td>\n",
       "      <td>21.846832</td>\n",
       "      <td>...</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2012.10.18</td>\n",
       "      <td>16.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>37.775667</td>\n",
       "      <td>33.607679</td>\n",
       "      <td>...</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 123 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age    eeg.date  education     IQ       main.disorder  \\\n",
       "0    1   M  57.0   2012.8.30        NaN    NaN  Addictive disorder   \n",
       "1    2   M  37.0    2012.9.6        6.0  120.0  Addictive disorder   \n",
       "2    3   M  32.0   2012.9.10       16.0  113.0  Addictive disorder   \n",
       "3    4   M  35.0   2012.10.8       18.0  126.0  Addictive disorder   \n",
       "4    5   M  36.0  2012.10.18       16.0  112.0  Addictive disorder   \n",
       "\n",
       "      specific.disorder  AB.A.delta.a.FP1  AB.A.delta.b.FP2  ...  \\\n",
       "0  Alcohol use disorder         35.998557         21.717375  ...   \n",
       "1  Alcohol use disorder         13.425118         11.002916  ...   \n",
       "2  Alcohol use disorder         29.941780         27.544684  ...   \n",
       "3  Alcohol use disorder         21.496226         21.846832  ...   \n",
       "4  Alcohol use disorder         37.775667         33.607679  ...   \n",
       "\n",
       "   AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
       "0         1.765493         1.464281         1.501948         1.707307   \n",
       "1         0.931967         0.437117         0.930843         1.234874   \n",
       "2         1.691152         1.505663         1.133891         1.661768   \n",
       "3         1.122776         2.128138         1.648217         1.147666   \n",
       "4         2.320845         3.562820         1.441662         1.018804   \n",
       "\n",
       "   AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "0         1.553448         1.552658         1.388662         1.592717   \n",
       "1         1.373268         1.411808         1.140695         1.118041   \n",
       "2         1.403429         1.349457         1.270525         1.408471   \n",
       "3         1.049152         1.131654         1.415856         1.391048   \n",
       "4         1.274009         2.350806         2.307730         2.129431   \n",
       "\n",
       "   AB.F.gamma.s.O2  Unnamed: 122  \n",
       "0         1.806598           NaN  \n",
       "1         3.162143           NaN  \n",
       "2         1.454618           NaN  \n",
       "3         1.527403           NaN  \n",
       "4         3.766860           NaN  \n",
       "\n",
       "[5 rows x 123 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8b5c090e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "945"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Unnamed: 122'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b97bea4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['Unnamed: 122'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "27112094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>eeg.date</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.j.Cz</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>M</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2012.8.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>35.998557</td>\n",
       "      <td>21.717375</td>\n",
       "      <td>...</td>\n",
       "      <td>1.993727</td>\n",
       "      <td>1.765493</td>\n",
       "      <td>1.464281</td>\n",
       "      <td>1.501948</td>\n",
       "      <td>1.707307</td>\n",
       "      <td>1.553448</td>\n",
       "      <td>1.552658</td>\n",
       "      <td>1.388662</td>\n",
       "      <td>1.592717</td>\n",
       "      <td>1.806598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2012.9.6</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.425118</td>\n",
       "      <td>11.002916</td>\n",
       "      <td>...</td>\n",
       "      <td>0.903383</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2012.9.10</td>\n",
       "      <td>16.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>29.941780</td>\n",
       "      <td>27.544684</td>\n",
       "      <td>...</td>\n",
       "      <td>1.096713</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2012.10.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>21.496226</td>\n",
       "      <td>21.846832</td>\n",
       "      <td>...</td>\n",
       "      <td>1.115040</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2012.10.18</td>\n",
       "      <td>16.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>37.775667</td>\n",
       "      <td>33.607679</td>\n",
       "      <td>...</td>\n",
       "      <td>1.193191</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age    eeg.date  education     IQ       main.disorder  \\\n",
       "0    1   M  57.0   2012.8.30        NaN    NaN  Addictive disorder   \n",
       "1    2   M  37.0    2012.9.6        6.0  120.0  Addictive disorder   \n",
       "2    3   M  32.0   2012.9.10       16.0  113.0  Addictive disorder   \n",
       "3    4   M  35.0   2012.10.8       18.0  126.0  Addictive disorder   \n",
       "4    5   M  36.0  2012.10.18       16.0  112.0  Addictive disorder   \n",
       "\n",
       "      specific.disorder  AB.A.delta.a.FP1  AB.A.delta.b.FP2  ...  \\\n",
       "0  Alcohol use disorder         35.998557         21.717375  ...   \n",
       "1  Alcohol use disorder         13.425118         11.002916  ...   \n",
       "2  Alcohol use disorder         29.941780         27.544684  ...   \n",
       "3  Alcohol use disorder         21.496226         21.846832  ...   \n",
       "4  Alcohol use disorder         37.775667         33.607679  ...   \n",
       "\n",
       "   AB.F.gamma.j.Cz  AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  \\\n",
       "0         1.993727         1.765493         1.464281         1.501948   \n",
       "1         0.903383         0.931967         0.437117         0.930843   \n",
       "2         1.096713         1.691152         1.505663         1.133891   \n",
       "3         1.115040         1.122776         2.128138         1.648217   \n",
       "4         1.193191         2.320845         3.562820         1.441662   \n",
       "\n",
       "   AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  \\\n",
       "0         1.707307         1.553448         1.552658         1.388662   \n",
       "1         1.234874         1.373268         1.411808         1.140695   \n",
       "2         1.661768         1.403429         1.349457         1.270525   \n",
       "3         1.147666         1.049152         1.131654         1.415856   \n",
       "4         1.018804         1.274009         2.350806         2.307730   \n",
       "\n",
       "   AB.F.gamma.r.O1  AB.F.gamma.s.O2  \n",
       "0         1.592717         1.806598  \n",
       "1         1.118041         3.162143  \n",
       "2         1.408471         1.454618  \n",
       "3         1.391048         1.527403  \n",
       "4         2.129431         3.766860  \n",
       "\n",
       "[5 rows x 122 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8f36873d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>AB.A.delta.c.F7</th>\n",
       "      <th>AB.A.delta.d.F3</th>\n",
       "      <th>AB.A.delta.e.Fz</th>\n",
       "      <th>AB.A.delta.f.F4</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.j.Cz</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>930.000000</td>\n",
       "      <td>932.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "      <td>945.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>473.000000</td>\n",
       "      <td>30.594804</td>\n",
       "      <td>13.438710</td>\n",
       "      <td>101.580472</td>\n",
       "      <td>20.182936</td>\n",
       "      <td>21.177584</td>\n",
       "      <td>17.749553</td>\n",
       "      <td>18.901698</td>\n",
       "      <td>20.447079</td>\n",
       "      <td>19.490329</td>\n",
       "      <td>...</td>\n",
       "      <td>2.767162</td>\n",
       "      <td>2.736202</td>\n",
       "      <td>2.852528</td>\n",
       "      <td>2.131400</td>\n",
       "      <td>2.397203</td>\n",
       "      <td>2.436697</td>\n",
       "      <td>2.465187</td>\n",
       "      <td>2.431201</td>\n",
       "      <td>3.549241</td>\n",
       "      <td>3.501666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>272.942302</td>\n",
       "      <td>11.781592</td>\n",
       "      <td>2.550461</td>\n",
       "      <td>17.022414</td>\n",
       "      <td>11.282022</td>\n",
       "      <td>12.230662</td>\n",
       "      <td>10.003598</td>\n",
       "      <td>9.079482</td>\n",
       "      <td>9.742912</td>\n",
       "      <td>9.252500</td>\n",
       "      <td>...</td>\n",
       "      <td>2.454680</td>\n",
       "      <td>3.499157</td>\n",
       "      <td>3.705205</td>\n",
       "      <td>2.402956</td>\n",
       "      <td>2.197773</td>\n",
       "      <td>2.137977</td>\n",
       "      <td>2.189441</td>\n",
       "      <td>2.477094</td>\n",
       "      <td>4.853481</td>\n",
       "      <td>5.155927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>3.272260</td>\n",
       "      <td>3.244199</td>\n",
       "      <td>3.050507</td>\n",
       "      <td>3.412618</td>\n",
       "      <td>5.066593</td>\n",
       "      <td>4.048931</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077350</td>\n",
       "      <td>0.084348</td>\n",
       "      <td>0.073880</td>\n",
       "      <td>0.057436</td>\n",
       "      <td>0.094525</td>\n",
       "      <td>0.086495</td>\n",
       "      <td>0.098177</td>\n",
       "      <td>0.085225</td>\n",
       "      <td>0.129663</td>\n",
       "      <td>0.101598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>237.000000</td>\n",
       "      <td>21.730000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>12.784872</td>\n",
       "      <td>13.019269</td>\n",
       "      <td>11.134327</td>\n",
       "      <td>12.460586</td>\n",
       "      <td>13.548645</td>\n",
       "      <td>12.637717</td>\n",
       "      <td>...</td>\n",
       "      <td>1.344736</td>\n",
       "      <td>1.282516</td>\n",
       "      <td>1.033983</td>\n",
       "      <td>0.851493</td>\n",
       "      <td>1.105636</td>\n",
       "      <td>1.185822</td>\n",
       "      <td>1.182338</td>\n",
       "      <td>1.023967</td>\n",
       "      <td>1.169422</td>\n",
       "      <td>1.159454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>473.000000</td>\n",
       "      <td>26.150000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>17.065286</td>\n",
       "      <td>17.838251</td>\n",
       "      <td>15.541469</td>\n",
       "      <td>16.733004</td>\n",
       "      <td>18.065276</td>\n",
       "      <td>17.432568</td>\n",
       "      <td>...</td>\n",
       "      <td>2.144473</td>\n",
       "      <td>1.987610</td>\n",
       "      <td>1.720832</td>\n",
       "      <td>1.522197</td>\n",
       "      <td>1.801815</td>\n",
       "      <td>1.882408</td>\n",
       "      <td>1.888060</td>\n",
       "      <td>1.713623</td>\n",
       "      <td>2.105134</td>\n",
       "      <td>2.148575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>709.000000</td>\n",
       "      <td>35.450000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>24.492760</td>\n",
       "      <td>25.654394</td>\n",
       "      <td>21.623961</td>\n",
       "      <td>23.347900</td>\n",
       "      <td>25.573096</td>\n",
       "      <td>23.956748</td>\n",
       "      <td>...</td>\n",
       "      <td>3.349047</td>\n",
       "      <td>3.132080</td>\n",
       "      <td>3.226708</td>\n",
       "      <td>2.594355</td>\n",
       "      <td>2.965286</td>\n",
       "      <td>2.926328</td>\n",
       "      <td>3.087733</td>\n",
       "      <td>2.936825</td>\n",
       "      <td>4.026164</td>\n",
       "      <td>3.875667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>945.000000</td>\n",
       "      <td>71.880000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>92.826192</td>\n",
       "      <td>101.515687</td>\n",
       "      <td>91.373456</td>\n",
       "      <td>82.544167</td>\n",
       "      <td>101.566662</td>\n",
       "      <td>77.197502</td>\n",
       "      <td>...</td>\n",
       "      <td>24.111093</td>\n",
       "      <td>73.443483</td>\n",
       "      <td>41.393856</td>\n",
       "      <td>44.110996</td>\n",
       "      <td>21.162924</td>\n",
       "      <td>22.499065</td>\n",
       "      <td>22.502034</td>\n",
       "      <td>21.763724</td>\n",
       "      <td>70.018106</td>\n",
       "      <td>75.538846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 118 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              no.         age   education          IQ  AB.A.delta.a.FP1  \\\n",
       "count  945.000000  945.000000  930.000000  932.000000        945.000000   \n",
       "mean   473.000000   30.594804   13.438710  101.580472         20.182936   \n",
       "std    272.942302   11.781592    2.550461   17.022414         11.282022   \n",
       "min      1.000000   18.000000    0.000000   49.000000          3.272260   \n",
       "25%    237.000000   21.730000   12.000000   91.000000         12.784872   \n",
       "50%    473.000000   26.150000   13.000000  102.000000         17.065286   \n",
       "75%    709.000000   35.450000   16.000000  114.000000         24.492760   \n",
       "max    945.000000   71.880000   20.000000  145.000000         92.826192   \n",
       "\n",
       "       AB.A.delta.b.FP2  AB.A.delta.c.F7  AB.A.delta.d.F3  AB.A.delta.e.Fz  \\\n",
       "count        945.000000       945.000000       945.000000       945.000000   \n",
       "mean          21.177584        17.749553        18.901698        20.447079   \n",
       "std           12.230662        10.003598         9.079482         9.742912   \n",
       "min            3.244199         3.050507         3.412618         5.066593   \n",
       "25%           13.019269        11.134327        12.460586        13.548645   \n",
       "50%           17.838251        15.541469        16.733004        18.065276   \n",
       "75%           25.654394        21.623961        23.347900        25.573096   \n",
       "max          101.515687        91.373456        82.544167       101.566662   \n",
       "\n",
       "       AB.A.delta.f.F4  ...  AB.F.gamma.j.Cz  AB.F.gamma.k.C4  \\\n",
       "count       945.000000  ...       945.000000       945.000000   \n",
       "mean         19.490329  ...         2.767162         2.736202   \n",
       "std           9.252500  ...         2.454680         3.499157   \n",
       "min           4.048931  ...         0.077350         0.084348   \n",
       "25%          12.637717  ...         1.344736         1.282516   \n",
       "50%          17.432568  ...         2.144473         1.987610   \n",
       "75%          23.956748  ...         3.349047         3.132080   \n",
       "max          77.197502  ...        24.111093        73.443483   \n",
       "\n",
       "       AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  \\\n",
       "count       945.000000       945.000000       945.000000       945.000000   \n",
       "mean          2.852528         2.131400         2.397203         2.436697   \n",
       "std           3.705205         2.402956         2.197773         2.137977   \n",
       "min           0.073880         0.057436         0.094525         0.086495   \n",
       "25%           1.033983         0.851493         1.105636         1.185822   \n",
       "50%           1.720832         1.522197         1.801815         1.882408   \n",
       "75%           3.226708         2.594355         2.965286         2.926328   \n",
       "max          41.393856        44.110996        21.162924        22.499065   \n",
       "\n",
       "       AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  \n",
       "count       945.000000       945.000000       945.000000       945.000000  \n",
       "mean          2.465187         2.431201         3.549241         3.501666  \n",
       "std           2.189441         2.477094         4.853481         5.155927  \n",
       "min           0.098177         0.085225         0.129663         0.101598  \n",
       "25%           1.182338         1.023967         1.169422         1.159454  \n",
       "50%           1.888060         1.713623         2.105134         2.148575  \n",
       "75%           3.087733         2.936825         4.026164         3.875667  \n",
       "max          22.502034        21.763724        70.018106        75.538846  \n",
       "\n",
       "[8 rows x 118 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "de0283b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(945, 122)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "51d89b63",
   "metadata": {},
   "outputs": [],
   "source": [
    "df= df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a9ff47f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(919, 122)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d35dfda6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column 'AB.E.highbeta.a.FP1': 0 null values\n",
      "Column 'AB.E.highbeta.b.FP2': 0 null values\n",
      "Column 'AB.E.highbeta.c.F7': 0 null values\n",
      "Column 'AB.E.highbeta.d.F3': 0 null values\n",
      "Column 'AB.E.highbeta.e.Fz': 0 null values\n",
      "Column 'AB.E.highbeta.f.F4': 0 null values\n",
      "Column 'AB.E.highbeta.g.F8': 0 null values\n",
      "Column 'AB.E.highbeta.h.T3': 0 null values\n",
      "Column 'AB.E.highbeta.i.C3': 0 null values\n",
      "Column 'AB.E.highbeta.j.Cz': 0 null values\n",
      "Column 'AB.E.highbeta.k.C4': 0 null values\n",
      "Column 'AB.E.highbeta.l.T4': 0 null values\n",
      "Column 'AB.E.highbeta.m.T5': 0 null values\n",
      "Column 'AB.E.highbeta.n.P3': 0 null values\n",
      "Column 'AB.E.highbeta.o.Pz': 0 null values\n",
      "Column 'AB.E.highbeta.p.P4': 0 null values\n",
      "Column 'AB.E.highbeta.q.T6': 0 null values\n",
      "Column 'AB.E.highbeta.r.O1': 0 null values\n",
      "Column 'AB.E.highbeta.s.O2': 0 null values\n"
     ]
    }
   ],
   "source": [
    "# Assuming df is your DataFrame\n",
    "# Initialize a dictionary to store the counts of null values for each column containing the pattern 'highbeta'\n",
    "null_counts = {}\n",
    "\n",
    "# Iterate over the column names\n",
    "for col in df.columns:\n",
    "    # Check if the column name contains the pattern 'highbeta'\n",
    "    if 'highbeta' in col:\n",
    "        # Calculate the number of null values in the column\n",
    "        null_count = df[col].isnull().sum()\n",
    "        # Store the null count in the dictionary\n",
    "        null_counts[col] = null_count\n",
    "\n",
    "# Display the null counts for each column containing the pattern 'highbeta'\n",
    "for col, count in null_counts.items():\n",
    "    print(\"Column '{}': {} null values\".format(col, count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f5f3a72f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['eeg.date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "37f45780",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>education</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>AB.A.delta.c.F7</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.j.Cz</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.425118</td>\n",
       "      <td>11.002916</td>\n",
       "      <td>11.942516</td>\n",
       "      <td>...</td>\n",
       "      <td>0.903383</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>29.941780</td>\n",
       "      <td>27.544684</td>\n",
       "      <td>17.150159</td>\n",
       "      <td>...</td>\n",
       "      <td>1.096713</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>21.496226</td>\n",
       "      <td>21.846832</td>\n",
       "      <td>17.364316</td>\n",
       "      <td>...</td>\n",
       "      <td>1.115040</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>37.775667</td>\n",
       "      <td>33.607679</td>\n",
       "      <td>21.865556</td>\n",
       "      <td>...</td>\n",
       "      <td>1.193191</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.482096</td>\n",
       "      <td>14.095855</td>\n",
       "      <td>12.854630</td>\n",
       "      <td>...</td>\n",
       "      <td>2.159111</td>\n",
       "      <td>2.780522</td>\n",
       "      <td>5.419482</td>\n",
       "      <td>2.587215</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 121 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age  education     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0        6.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0       16.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0       18.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0       16.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0       14.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.A.delta.a.FP1  AB.A.delta.b.FP2  AB.A.delta.c.F7  ...  AB.F.gamma.j.Cz  \\\n",
       "1         13.425118         11.002916        11.942516  ...         0.903383   \n",
       "2         29.941780         27.544684        17.150159  ...         1.096713   \n",
       "3         21.496226         21.846832        17.364316  ...         1.115040   \n",
       "4         37.775667         33.607679        21.865556  ...         1.193191   \n",
       "5         13.482096         14.095855        12.854630  ...         2.159111   \n",
       "\n",
       "   AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
       "1         0.931967         0.437117         0.930843         1.234874   \n",
       "2         1.691152         1.505663         1.133891         1.661768   \n",
       "3         1.122776         2.128138         1.648217         1.147666   \n",
       "4         2.320845         3.562820         1.441662         1.018804   \n",
       "5         2.780522         5.419482         2.587215         1.694676   \n",
       "\n",
       "   AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "1         1.373268         1.411808         1.140695         1.118041   \n",
       "2         1.403429         1.349457         1.270525         1.408471   \n",
       "3         1.049152         1.131654         1.415856         1.391048   \n",
       "4         1.274009         2.350806         2.307730         2.129431   \n",
       "5         1.748525         1.527331         1.664579         1.266546   \n",
       "\n",
       "   AB.F.gamma.s.O2  \n",
       "1         3.162143  \n",
       "2         1.454618  \n",
       "3         1.527403  \n",
       "4         3.766860  \n",
       "5         1.133410  \n",
       "\n",
       "[5 rows x 121 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "114114f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(919, 121)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "87a4dfb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation between 'education' and 'IQ': 0.3626701546574128\n"
     ]
    }
   ],
   "source": [
    "correlation = df['education'].corr(df['IQ'])\n",
    "\n",
    "# Display the correlation coefficient\n",
    "print(\"Correlation between 'education' and 'IQ':\", correlation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3c6cb919",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['education'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ac514b91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>AB.A.delta.c.F7</th>\n",
       "      <th>AB.A.delta.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.j.Cz</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.425118</td>\n",
       "      <td>11.002916</td>\n",
       "      <td>11.942516</td>\n",
       "      <td>15.272216</td>\n",
       "      <td>...</td>\n",
       "      <td>0.903383</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>29.941780</td>\n",
       "      <td>27.544684</td>\n",
       "      <td>17.150159</td>\n",
       "      <td>23.608960</td>\n",
       "      <td>...</td>\n",
       "      <td>1.096713</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>21.496226</td>\n",
       "      <td>21.846832</td>\n",
       "      <td>17.364316</td>\n",
       "      <td>13.833701</td>\n",
       "      <td>...</td>\n",
       "      <td>1.115040</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>37.775667</td>\n",
       "      <td>33.607679</td>\n",
       "      <td>21.865556</td>\n",
       "      <td>21.771413</td>\n",
       "      <td>...</td>\n",
       "      <td>1.193191</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.482096</td>\n",
       "      <td>14.095855</td>\n",
       "      <td>12.854630</td>\n",
       "      <td>11.727480</td>\n",
       "      <td>...</td>\n",
       "      <td>2.159111</td>\n",
       "      <td>2.780522</td>\n",
       "      <td>5.419482</td>\n",
       "      <td>2.587215</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 120 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.A.delta.a.FP1  AB.A.delta.b.FP2  AB.A.delta.c.F7  AB.A.delta.d.F3  ...  \\\n",
       "1         13.425118         11.002916        11.942516        15.272216  ...   \n",
       "2         29.941780         27.544684        17.150159        23.608960  ...   \n",
       "3         21.496226         21.846832        17.364316        13.833701  ...   \n",
       "4         37.775667         33.607679        21.865556        21.771413  ...   \n",
       "5         13.482096         14.095855        12.854630        11.727480  ...   \n",
       "\n",
       "   AB.F.gamma.j.Cz  AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  \\\n",
       "1         0.903383         0.931967         0.437117         0.930843   \n",
       "2         1.096713         1.691152         1.505663         1.133891   \n",
       "3         1.115040         1.122776         2.128138         1.648217   \n",
       "4         1.193191         2.320845         3.562820         1.441662   \n",
       "5         2.159111         2.780522         5.419482         2.587215   \n",
       "\n",
       "   AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  \\\n",
       "1         1.234874         1.373268         1.411808         1.140695   \n",
       "2         1.661768         1.403429         1.349457         1.270525   \n",
       "3         1.147666         1.049152         1.131654         1.415856   \n",
       "4         1.018804         1.274009         2.350806         2.307730   \n",
       "5         1.694676         1.748525         1.527331         1.664579   \n",
       "\n",
       "   AB.F.gamma.r.O1  AB.F.gamma.s.O2  \n",
       "1         1.118041         3.162143  \n",
       "2         1.408471         1.454618  \n",
       "3         1.391048         1.527403  \n",
       "4         2.129431         3.766860  \n",
       "5         1.266546         1.133410  \n",
       "\n",
       "[5 rows x 120 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1119a558",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>AB.A.delta.a.FP1</th>\n",
       "      <th>AB.A.delta.b.FP2</th>\n",
       "      <th>AB.A.delta.c.F7</th>\n",
       "      <th>AB.A.delta.d.F3</th>\n",
       "      <th>AB.A.delta.e.Fz</th>\n",
       "      <th>AB.A.delta.f.F4</th>\n",
       "      <th>AB.A.delta.g.F8</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.j.Cz</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "      <td>919.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>479.710555</td>\n",
       "      <td>30.631850</td>\n",
       "      <td>101.520131</td>\n",
       "      <td>20.220673</td>\n",
       "      <td>21.238662</td>\n",
       "      <td>17.842093</td>\n",
       "      <td>18.925629</td>\n",
       "      <td>20.451592</td>\n",
       "      <td>19.505537</td>\n",
       "      <td>17.107825</td>\n",
       "      <td>...</td>\n",
       "      <td>2.780244</td>\n",
       "      <td>2.751967</td>\n",
       "      <td>2.872901</td>\n",
       "      <td>2.144040</td>\n",
       "      <td>2.410710</td>\n",
       "      <td>2.449198</td>\n",
       "      <td>2.478842</td>\n",
       "      <td>2.449160</td>\n",
       "      <td>3.576786</td>\n",
       "      <td>3.537406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>271.145663</td>\n",
       "      <td>11.801693</td>\n",
       "      <td>17.031157</td>\n",
       "      <td>11.372461</td>\n",
       "      <td>12.348722</td>\n",
       "      <td>10.084667</td>\n",
       "      <td>9.134357</td>\n",
       "      <td>9.807305</td>\n",
       "      <td>9.295489</td>\n",
       "      <td>9.341040</td>\n",
       "      <td>...</td>\n",
       "      <td>2.476288</td>\n",
       "      <td>3.539331</td>\n",
       "      <td>3.742013</td>\n",
       "      <td>2.426672</td>\n",
       "      <td>2.217193</td>\n",
       "      <td>2.156114</td>\n",
       "      <td>2.205184</td>\n",
       "      <td>2.499907</td>\n",
       "      <td>4.906677</td>\n",
       "      <td>5.217090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>3.272260</td>\n",
       "      <td>3.244199</td>\n",
       "      <td>3.050507</td>\n",
       "      <td>3.412618</td>\n",
       "      <td>5.066593</td>\n",
       "      <td>4.048931</td>\n",
       "      <td>2.552213</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077350</td>\n",
       "      <td>0.084348</td>\n",
       "      <td>0.073880</td>\n",
       "      <td>0.057436</td>\n",
       "      <td>0.094525</td>\n",
       "      <td>0.086495</td>\n",
       "      <td>0.098177</td>\n",
       "      <td>0.085225</td>\n",
       "      <td>0.148844</td>\n",
       "      <td>0.106095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>245.500000</td>\n",
       "      <td>21.805000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>12.812690</td>\n",
       "      <td>13.032435</td>\n",
       "      <td>11.157449</td>\n",
       "      <td>12.464049</td>\n",
       "      <td>13.531989</td>\n",
       "      <td>12.690113</td>\n",
       "      <td>10.384956</td>\n",
       "      <td>...</td>\n",
       "      <td>1.352121</td>\n",
       "      <td>1.283327</td>\n",
       "      <td>1.035951</td>\n",
       "      <td>0.851338</td>\n",
       "      <td>1.105638</td>\n",
       "      <td>1.189911</td>\n",
       "      <td>1.185461</td>\n",
       "      <td>1.024873</td>\n",
       "      <td>1.174090</td>\n",
       "      <td>1.159705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>484.000000</td>\n",
       "      <td>26.170000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>17.036455</td>\n",
       "      <td>17.776402</td>\n",
       "      <td>15.571381</td>\n",
       "      <td>16.634008</td>\n",
       "      <td>18.022553</td>\n",
       "      <td>17.432568</td>\n",
       "      <td>15.129257</td>\n",
       "      <td>...</td>\n",
       "      <td>2.134542</td>\n",
       "      <td>1.987610</td>\n",
       "      <td>1.726266</td>\n",
       "      <td>1.528597</td>\n",
       "      <td>1.809451</td>\n",
       "      <td>1.896617</td>\n",
       "      <td>1.888551</td>\n",
       "      <td>1.728575</td>\n",
       "      <td>2.112604</td>\n",
       "      <td>2.154179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>713.500000</td>\n",
       "      <td>35.495000</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>24.446362</td>\n",
       "      <td>25.899411</td>\n",
       "      <td>21.773978</td>\n",
       "      <td>23.331895</td>\n",
       "      <td>25.679216</td>\n",
       "      <td>23.952932</td>\n",
       "      <td>21.009851</td>\n",
       "      <td>...</td>\n",
       "      <td>3.415673</td>\n",
       "      <td>3.147548</td>\n",
       "      <td>3.235776</td>\n",
       "      <td>2.603261</td>\n",
       "      <td>2.975982</td>\n",
       "      <td>2.928495</td>\n",
       "      <td>3.098149</td>\n",
       "      <td>2.951666</td>\n",
       "      <td>4.034024</td>\n",
       "      <td>3.890065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>945.000000</td>\n",
       "      <td>71.880000</td>\n",
       "      <td>145.000000</td>\n",
       "      <td>92.826192</td>\n",
       "      <td>101.515687</td>\n",
       "      <td>91.373456</td>\n",
       "      <td>82.544167</td>\n",
       "      <td>101.566662</td>\n",
       "      <td>77.197502</td>\n",
       "      <td>69.071230</td>\n",
       "      <td>...</td>\n",
       "      <td>24.111093</td>\n",
       "      <td>73.443483</td>\n",
       "      <td>41.393856</td>\n",
       "      <td>44.110996</td>\n",
       "      <td>21.162924</td>\n",
       "      <td>22.499065</td>\n",
       "      <td>22.502034</td>\n",
       "      <td>21.763724</td>\n",
       "      <td>70.018106</td>\n",
       "      <td>75.538846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 117 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              no.         age          IQ  AB.A.delta.a.FP1  AB.A.delta.b.FP2  \\\n",
       "count  919.000000  919.000000  919.000000        919.000000        919.000000   \n",
       "mean   479.710555   30.631850  101.520131         20.220673         21.238662   \n",
       "std    271.145663   11.801693   17.031157         11.372461         12.348722   \n",
       "min      2.000000   18.000000   49.000000          3.272260          3.244199   \n",
       "25%    245.500000   21.805000   91.000000         12.812690         13.032435   \n",
       "50%    484.000000   26.170000  102.000000         17.036455         17.776402   \n",
       "75%    713.500000   35.495000  114.000000         24.446362         25.899411   \n",
       "max    945.000000   71.880000  145.000000         92.826192        101.515687   \n",
       "\n",
       "       AB.A.delta.c.F7  AB.A.delta.d.F3  AB.A.delta.e.Fz  AB.A.delta.f.F4  \\\n",
       "count       919.000000       919.000000       919.000000       919.000000   \n",
       "mean         17.842093        18.925629        20.451592        19.505537   \n",
       "std          10.084667         9.134357         9.807305         9.295489   \n",
       "min           3.050507         3.412618         5.066593         4.048931   \n",
       "25%          11.157449        12.464049        13.531989        12.690113   \n",
       "50%          15.571381        16.634008        18.022553        17.432568   \n",
       "75%          21.773978        23.331895        25.679216        23.952932   \n",
       "max          91.373456        82.544167       101.566662        77.197502   \n",
       "\n",
       "       AB.A.delta.g.F8  ...  AB.F.gamma.j.Cz  AB.F.gamma.k.C4  \\\n",
       "count       919.000000  ...       919.000000       919.000000   \n",
       "mean         17.107825  ...         2.780244         2.751967   \n",
       "std           9.341040  ...         2.476288         3.539331   \n",
       "min           2.552213  ...         0.077350         0.084348   \n",
       "25%          10.384956  ...         1.352121         1.283327   \n",
       "50%          15.129257  ...         2.134542         1.987610   \n",
       "75%          21.009851  ...         3.415673         3.147548   \n",
       "max          69.071230  ...        24.111093        73.443483   \n",
       "\n",
       "       AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  \\\n",
       "count       919.000000       919.000000       919.000000       919.000000   \n",
       "mean          2.872901         2.144040         2.410710         2.449198   \n",
       "std           3.742013         2.426672         2.217193         2.156114   \n",
       "min           0.073880         0.057436         0.094525         0.086495   \n",
       "25%           1.035951         0.851338         1.105638         1.189911   \n",
       "50%           1.726266         1.528597         1.809451         1.896617   \n",
       "75%           3.235776         2.603261         2.975982         2.928495   \n",
       "max          41.393856        44.110996        21.162924        22.499065   \n",
       "\n",
       "       AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  \n",
       "count       919.000000       919.000000       919.000000       919.000000  \n",
       "mean          2.478842         2.449160         3.576786         3.537406  \n",
       "std           2.205184         2.499907         4.906677         5.217090  \n",
       "min           0.098177         0.085225         0.148844         0.106095  \n",
       "25%           1.185461         1.024873         1.174090         1.159705  \n",
       "50%           1.888551         1.728575         2.112604         2.154179  \n",
       "75%           3.098149         2.951666         4.034024         3.890065  \n",
       "max          22.502034        21.763724        70.018106        75.538846  \n",
       "\n",
       "[8 rows x 117 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c4166152",
   "metadata": {},
   "outputs": [],
   "source": [
    "##AGGREGATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dc9ff999",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     AB.B.theta.a.FP1  AB.B.theta.b.FP2  AB.B.theta.c.F7  AB.B.theta.d.F3  \\\n",
      "1           11.768909          8.725535         9.201389        13.089875   \n",
      "2           23.301782         19.889236        12.670295        19.468802   \n",
      "3            9.459105          8.346581         7.146427         9.349048   \n",
      "4            8.672135          8.461829         6.009767         9.227666   \n",
      "5            6.749387          6.722903         5.720900         7.506812   \n",
      "..                ...               ...              ...              ...   \n",
      "940         31.873081         30.592052        23.207046        38.461600   \n",
      "941         10.671751         10.570789         8.348431        11.904104   \n",
      "942         25.481891         26.589040        11.030420        27.815907   \n",
      "943         13.723550         12.338452        10.539035        14.258410   \n",
      "944         35.700361         38.901997        21.804388        29.325807   \n",
      "\n",
      "     ...  AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
      "1    ...         0.931967         0.437117         0.930843         1.234874   \n",
      "2    ...         1.691152         1.505663         1.133891         1.661768   \n",
      "3    ...         1.122776         2.128138         1.648217         1.147666   \n",
      "4    ...         2.320845         3.562820         1.441662         1.018804   \n",
      "5    ...         2.780522         5.419482         2.587215         1.694676   \n",
      "..   ...              ...              ...              ...              ...   \n",
      "940  ...         1.763397         1.285942         2.437923         2.130979   \n",
      "941  ...         2.685138         2.648595         2.559590         3.054965   \n",
      "942  ...         2.434620         1.501337         0.840513         1.733498   \n",
      "943  ...         1.678465         3.655796         1.429330         3.151128   \n",
      "944  ...         0.972956         2.340291         0.621251         0.750963   \n",
      "\n",
      "     AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
      "1           1.373268         1.411808         1.140695         1.118041   \n",
      "2           1.403429         1.349457         1.270525         1.408471   \n",
      "3           1.049152         1.131654         1.415856         1.391048   \n",
      "4           1.274009         2.350806         2.307730         2.129431   \n",
      "5           1.748525         1.527331         1.664579         1.266546   \n",
      "..               ...              ...              ...              ...   \n",
      "940         1.727413         1.710518         2.574734         2.533354   \n",
      "941         3.163359         3.247100         2.646515         3.385173   \n",
      "942         1.610465         1.644675         1.216763         1.614421   \n",
      "943         1.630643         1.888551         1.447402         1.819110   \n",
      "944         0.785956         0.785196         1.205448         1.711367   \n",
      "\n",
      "     AB.F.gamma.s.O2  aggregated_delta  \n",
      "1           3.162143         12.051370  \n",
      "2           1.454618         17.938989  \n",
      "3           1.527403         12.842071  \n",
      "4           3.766860         19.612074  \n",
      "5           1.133410         10.029599  \n",
      "..               ...               ...  \n",
      "940         5.596057         22.117464  \n",
      "941         3.085049         17.122376  \n",
      "942         1.164097         18.221411  \n",
      "943         1.302056         16.672273  \n",
      "944         5.188920         32.295808  \n",
      "\n",
      "[919 rows x 102 columns]\n"
     ]
    }
   ],
   "source": [
    "delta_columns = [col for col in df.columns if 'delta' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[delta_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_delta'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=delta_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ade9b24a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.B.theta.a.FP1</th>\n",
       "      <th>AB.B.theta.b.FP2</th>\n",
       "      <th>AB.B.theta.c.F7</th>\n",
       "      <th>AB.B.theta.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.k.C4</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>aggregated_delta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>11.768909</td>\n",
       "      <td>8.725535</td>\n",
       "      <td>9.201389</td>\n",
       "      <td>13.089875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.931967</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>12.051370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>23.301782</td>\n",
       "      <td>19.889236</td>\n",
       "      <td>12.670295</td>\n",
       "      <td>19.468802</td>\n",
       "      <td>...</td>\n",
       "      <td>1.691152</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>17.938989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>9.459105</td>\n",
       "      <td>8.346581</td>\n",
       "      <td>7.146427</td>\n",
       "      <td>9.349048</td>\n",
       "      <td>...</td>\n",
       "      <td>1.122776</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>12.842071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>8.672135</td>\n",
       "      <td>8.461829</td>\n",
       "      <td>6.009767</td>\n",
       "      <td>9.227666</td>\n",
       "      <td>...</td>\n",
       "      <td>2.320845</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>19.612074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>6.749387</td>\n",
       "      <td>6.722903</td>\n",
       "      <td>5.720900</td>\n",
       "      <td>7.506812</td>\n",
       "      <td>...</td>\n",
       "      <td>2.780522</td>\n",
       "      <td>5.419482</td>\n",
       "      <td>2.587215</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "      <td>10.029599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 102 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.B.theta.a.FP1  AB.B.theta.b.FP2  AB.B.theta.c.F7  AB.B.theta.d.F3  ...  \\\n",
       "1         11.768909          8.725535         9.201389        13.089875  ...   \n",
       "2         23.301782         19.889236        12.670295        19.468802  ...   \n",
       "3          9.459105          8.346581         7.146427         9.349048  ...   \n",
       "4          8.672135          8.461829         6.009767         9.227666  ...   \n",
       "5          6.749387          6.722903         5.720900         7.506812  ...   \n",
       "\n",
       "   AB.F.gamma.k.C4  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  \\\n",
       "1         0.931967         0.437117         0.930843         1.234874   \n",
       "2         1.691152         1.505663         1.133891         1.661768   \n",
       "3         1.122776         2.128138         1.648217         1.147666   \n",
       "4         2.320845         3.562820         1.441662         1.018804   \n",
       "5         2.780522         5.419482         2.587215         1.694676   \n",
       "\n",
       "   AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "1         1.373268         1.411808         1.140695         1.118041   \n",
       "2         1.403429         1.349457         1.270525         1.408471   \n",
       "3         1.049152         1.131654         1.415856         1.391048   \n",
       "4         1.274009         2.350806         2.307730         2.129431   \n",
       "5         1.748525         1.527331         1.664579         1.266546   \n",
       "\n",
       "   AB.F.gamma.s.O2  aggregated_delta  \n",
       "1         3.162143         12.051370  \n",
       "2         1.454618         17.938989  \n",
       "3         1.527403         12.842071  \n",
       "4         3.766860         19.612074  \n",
       "5         1.133410         10.029599  \n",
       "\n",
       "[5 rows x 102 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a2b0eb1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     AB.C.alpha.a.FP1  AB.C.alpha.b.FP2  AB.C.alpha.c.F7  AB.C.alpha.d.F3  \\\n",
      "1           33.852363         27.914361        22.454272        33.012434   \n",
      "2           35.582168         30.715669        19.617060        26.865173   \n",
      "3           30.551722         28.203285        21.782643        32.646973   \n",
      "4           25.128998         26.133568        16.956782        28.170561   \n",
      "5           30.407612         29.026704        24.051898        30.632485   \n",
      "..                ...               ...              ...              ...   \n",
      "940         28.146919         30.654303        18.558264        43.926965   \n",
      "941          6.274672          6.314084         4.743004         6.767878   \n",
      "942          4.463233          4.913281         3.463567         6.110875   \n",
      "943         89.713237         94.531271        52.160908        89.474390   \n",
      "944         56.325019         57.158466        37.874319        47.331558   \n",
      "\n",
      "     ...  AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  \\\n",
      "1    ...         0.437117         0.930843         1.234874         1.373268   \n",
      "2    ...         1.505663         1.133891         1.661768         1.403429   \n",
      "3    ...         2.128138         1.648217         1.147666         1.049152   \n",
      "4    ...         3.562820         1.441662         1.018804         1.274009   \n",
      "5    ...         5.419482         2.587215         1.694676         1.748525   \n",
      "..   ...              ...              ...              ...              ...   \n",
      "940  ...         1.285942         2.437923         2.130979         1.727413   \n",
      "941  ...         2.648595         2.559590         3.054965         3.163359   \n",
      "942  ...         1.501337         0.840513         1.733498         1.610465   \n",
      "943  ...         3.655796         1.429330         3.151128         1.630643   \n",
      "944  ...         2.340291         0.621251         0.750963         0.785956   \n",
      "\n",
      "     AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  \\\n",
      "1           1.411808         1.140695         1.118041         3.162143   \n",
      "2           1.349457         1.270525         1.408471         1.454618   \n",
      "3           1.131654         1.415856         1.391048         1.527403   \n",
      "4           2.350806         2.307730         2.129431         3.766860   \n",
      "5           1.527331         1.664579         1.266546         1.133410   \n",
      "..               ...              ...              ...              ...   \n",
      "940         1.710518         2.574734         2.533354         5.596057   \n",
      "941         3.247100         2.646515         3.385173         3.085049   \n",
      "942         1.644675         1.216763         1.614421         1.164097   \n",
      "943         1.888551         1.447402         1.819110         1.302056   \n",
      "944         0.785196         1.205448         1.711367         5.188920   \n",
      "\n",
      "     aggregated_delta  aggregated_theta  \n",
      "1           12.051370          8.449826  \n",
      "2           17.938989         13.875592  \n",
      "3           12.842071          6.826034  \n",
      "4           19.612074          7.844208  \n",
      "5           10.029599          5.692476  \n",
      "..                ...               ...  \n",
      "940         22.117464         21.234616  \n",
      "941         17.122376          9.080845  \n",
      "942         18.221411         16.520696  \n",
      "943         16.672273         10.050972  \n",
      "944         32.295808         28.878558  \n",
      "\n",
      "[919 rows x 84 columns]\n"
     ]
    }
   ],
   "source": [
    "theta_columns = [col for col in df.columns if 'theta' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[theta_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_theta'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=theta_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "059b0d0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.C.alpha.a.FP1</th>\n",
       "      <th>AB.C.alpha.b.FP2</th>\n",
       "      <th>AB.C.alpha.c.F7</th>\n",
       "      <th>AB.C.alpha.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.l.T4</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>aggregated_delta</th>\n",
       "      <th>aggregated_theta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>33.852363</td>\n",
       "      <td>27.914361</td>\n",
       "      <td>22.454272</td>\n",
       "      <td>33.012434</td>\n",
       "      <td>...</td>\n",
       "      <td>0.437117</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>12.051370</td>\n",
       "      <td>8.449826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>35.582168</td>\n",
       "      <td>30.715669</td>\n",
       "      <td>19.617060</td>\n",
       "      <td>26.865173</td>\n",
       "      <td>...</td>\n",
       "      <td>1.505663</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>17.938989</td>\n",
       "      <td>13.875592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>30.551722</td>\n",
       "      <td>28.203285</td>\n",
       "      <td>21.782643</td>\n",
       "      <td>32.646973</td>\n",
       "      <td>...</td>\n",
       "      <td>2.128138</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>12.842071</td>\n",
       "      <td>6.826034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>25.128998</td>\n",
       "      <td>26.133568</td>\n",
       "      <td>16.956782</td>\n",
       "      <td>28.170561</td>\n",
       "      <td>...</td>\n",
       "      <td>3.562820</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>19.612074</td>\n",
       "      <td>7.844208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>30.407612</td>\n",
       "      <td>29.026704</td>\n",
       "      <td>24.051898</td>\n",
       "      <td>30.632485</td>\n",
       "      <td>...</td>\n",
       "      <td>5.419482</td>\n",
       "      <td>2.587215</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "      <td>10.029599</td>\n",
       "      <td>5.692476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.C.alpha.a.FP1  AB.C.alpha.b.FP2  AB.C.alpha.c.F7  AB.C.alpha.d.F3  ...  \\\n",
       "1         33.852363         27.914361        22.454272        33.012434  ...   \n",
       "2         35.582168         30.715669        19.617060        26.865173  ...   \n",
       "3         30.551722         28.203285        21.782643        32.646973  ...   \n",
       "4         25.128998         26.133568        16.956782        28.170561  ...   \n",
       "5         30.407612         29.026704        24.051898        30.632485  ...   \n",
       "\n",
       "   AB.F.gamma.l.T4  AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  \\\n",
       "1         0.437117         0.930843         1.234874         1.373268   \n",
       "2         1.505663         1.133891         1.661768         1.403429   \n",
       "3         2.128138         1.648217         1.147666         1.049152   \n",
       "4         3.562820         1.441662         1.018804         1.274009   \n",
       "5         5.419482         2.587215         1.694676         1.748525   \n",
       "\n",
       "   AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  \\\n",
       "1         1.411808         1.140695         1.118041         3.162143   \n",
       "2         1.349457         1.270525         1.408471         1.454618   \n",
       "3         1.131654         1.415856         1.391048         1.527403   \n",
       "4         2.350806         2.307730         2.129431         3.766860   \n",
       "5         1.527331         1.664579         1.266546         1.133410   \n",
       "\n",
       "   aggregated_delta  aggregated_theta  \n",
       "1         12.051370          8.449826  \n",
       "2         17.938989         13.875592  \n",
       "3         12.842071          6.826034  \n",
       "4         19.612074          7.844208  \n",
       "5         10.029599          5.692476  \n",
       "\n",
       "[5 rows x 84 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "788f63a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     AB.D.beta.a.FP1  AB.D.beta.b.FP2  AB.D.beta.c.F7  AB.D.beta.d.F3  ...  \\\n",
      "1          30.423142        23.859927       25.380145       34.776727  ...   \n",
      "2          13.799929        10.315396        7.140844        9.976556  ...   \n",
      "3           6.429691         6.212037        5.412940        6.222455  ...   \n",
      "4          10.147936        11.017907        7.944765       12.575301  ...   \n",
      "5          12.002400        12.032555       11.246489       12.436642  ...   \n",
      "..               ...              ...             ...             ...  ...   \n",
      "940         9.969296         5.815453        7.337866       11.653081  ...   \n",
      "941         8.358988         8.504071        6.602062        8.713317  ...   \n",
      "942        16.310102        16.320458        6.904177       19.262014  ...   \n",
      "943        11.177623        11.777143        8.996728       12.203838  ...   \n",
      "944        11.256001         8.588518        7.766387        7.460827  ...   \n",
      "\n",
      "     AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  \\\n",
      "1           0.930843         1.234874         1.373268         1.411808   \n",
      "2           1.133891         1.661768         1.403429         1.349457   \n",
      "3           1.648217         1.147666         1.049152         1.131654   \n",
      "4           1.441662         1.018804         1.274009         2.350806   \n",
      "5           2.587215         1.694676         1.748525         1.527331   \n",
      "..               ...              ...              ...              ...   \n",
      "940         2.437923         2.130979         1.727413         1.710518   \n",
      "941         2.559590         3.054965         3.163359         3.247100   \n",
      "942         0.840513         1.733498         1.610465         1.644675   \n",
      "943         1.429330         3.151128         1.630643         1.888551   \n",
      "944         0.621251         0.750963         0.785956         0.785196   \n",
      "\n",
      "     AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  aggregated_delta  \\\n",
      "1           1.140695         1.118041         3.162143         12.051370   \n",
      "2           1.270525         1.408471         1.454618         17.938989   \n",
      "3           1.415856         1.391048         1.527403         12.842071   \n",
      "4           2.307730         2.129431         3.766860         19.612074   \n",
      "5           1.664579         1.266546         1.133410         10.029599   \n",
      "..               ...              ...              ...               ...   \n",
      "940         2.574734         2.533354         5.596057         22.117464   \n",
      "941         2.646515         3.385173         3.085049         17.122376   \n",
      "942         1.216763         1.614421         1.164097         18.221411   \n",
      "943         1.447402         1.819110         1.302056         16.672273   \n",
      "944         1.205448         1.711367         5.188920         32.295808   \n",
      "\n",
      "     aggregated_theta  aggregated_alpha  \n",
      "1            8.449826         32.973521  \n",
      "2           13.875592         22.907967  \n",
      "3            6.826034         25.845036  \n",
      "4            7.844208         27.733704  \n",
      "5            5.692476         18.271596  \n",
      "..                ...               ...  \n",
      "940         21.234616         35.922379  \n",
      "941          9.080845          6.087399  \n",
      "942         16.520696          4.803367  \n",
      "943         10.050972         49.804152  \n",
      "944         28.878558         54.465197  \n",
      "\n",
      "[919 rows x 66 columns]\n"
     ]
    }
   ],
   "source": [
    "alpha_columns = [col for col in df.columns if 'alpha' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[alpha_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_alpha'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=alpha_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b1511ccc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.D.beta.a.FP1</th>\n",
       "      <th>AB.D.beta.b.FP2</th>\n",
       "      <th>AB.D.beta.c.F7</th>\n",
       "      <th>AB.D.beta.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.m.T5</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>aggregated_delta</th>\n",
       "      <th>aggregated_theta</th>\n",
       "      <th>aggregated_alpha</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>30.423142</td>\n",
       "      <td>23.859927</td>\n",
       "      <td>25.380145</td>\n",
       "      <td>34.776727</td>\n",
       "      <td>...</td>\n",
       "      <td>0.930843</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>12.051370</td>\n",
       "      <td>8.449826</td>\n",
       "      <td>32.973521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>13.799929</td>\n",
       "      <td>10.315396</td>\n",
       "      <td>7.140844</td>\n",
       "      <td>9.976556</td>\n",
       "      <td>...</td>\n",
       "      <td>1.133891</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>17.938989</td>\n",
       "      <td>13.875592</td>\n",
       "      <td>22.907967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>6.429691</td>\n",
       "      <td>6.212037</td>\n",
       "      <td>5.412940</td>\n",
       "      <td>6.222455</td>\n",
       "      <td>...</td>\n",
       "      <td>1.648217</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>12.842071</td>\n",
       "      <td>6.826034</td>\n",
       "      <td>25.845036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>10.147936</td>\n",
       "      <td>11.017907</td>\n",
       "      <td>7.944765</td>\n",
       "      <td>12.575301</td>\n",
       "      <td>...</td>\n",
       "      <td>1.441662</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>19.612074</td>\n",
       "      <td>7.844208</td>\n",
       "      <td>27.733704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>12.002400</td>\n",
       "      <td>12.032555</td>\n",
       "      <td>11.246489</td>\n",
       "      <td>12.436642</td>\n",
       "      <td>...</td>\n",
       "      <td>2.587215</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "      <td>10.029599</td>\n",
       "      <td>5.692476</td>\n",
       "      <td>18.271596</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.D.beta.a.FP1  AB.D.beta.b.FP2  AB.D.beta.c.F7  AB.D.beta.d.F3  ...  \\\n",
       "1        30.423142        23.859927       25.380145       34.776727  ...   \n",
       "2        13.799929        10.315396        7.140844        9.976556  ...   \n",
       "3         6.429691         6.212037        5.412940        6.222455  ...   \n",
       "4        10.147936        11.017907        7.944765       12.575301  ...   \n",
       "5        12.002400        12.032555       11.246489       12.436642  ...   \n",
       "\n",
       "   AB.F.gamma.m.T5  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  \\\n",
       "1         0.930843         1.234874         1.373268         1.411808   \n",
       "2         1.133891         1.661768         1.403429         1.349457   \n",
       "3         1.648217         1.147666         1.049152         1.131654   \n",
       "4         1.441662         1.018804         1.274009         2.350806   \n",
       "5         2.587215         1.694676         1.748525         1.527331   \n",
       "\n",
       "   AB.F.gamma.q.T6  AB.F.gamma.r.O1  AB.F.gamma.s.O2  aggregated_delta  \\\n",
       "1         1.140695         1.118041         3.162143         12.051370   \n",
       "2         1.270525         1.408471         1.454618         17.938989   \n",
       "3         1.415856         1.391048         1.527403         12.842071   \n",
       "4         2.307730         2.129431         3.766860         19.612074   \n",
       "5         1.664579         1.266546         1.133410         10.029599   \n",
       "\n",
       "   aggregated_theta  aggregated_alpha  \n",
       "1          8.449826         32.973521  \n",
       "2         13.875592         22.907967  \n",
       "3          6.826034         25.845036  \n",
       "4          7.844208         27.733704  \n",
       "5          5.692476         18.271596  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3c497f28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     AB.F.gamma.a.FP1  AB.F.gamma.b.FP2  AB.F.gamma.c.F7  AB.F.gamma.d.F3  \\\n",
      "1            1.465631          1.128447         1.220812         1.637785   \n",
      "2            2.126071          1.607127         1.203713         1.409034   \n",
      "3            1.329558          1.359216         1.432442         1.213077   \n",
      "4            1.125398          1.229485         0.967711         1.277354   \n",
      "5            2.571690          2.189019         3.166255         2.084768   \n",
      "..                ...               ...              ...              ...   \n",
      "940          5.652249          1.657891         2.303384         2.145439   \n",
      "941          2.704360          2.742499         2.388550         2.693555   \n",
      "942          5.060895          5.428708         2.601631         5.928365   \n",
      "943          2.199130          2.080810         2.491582         1.806780   \n",
      "944          0.538845          0.569339         0.766378         0.494417   \n",
      "\n",
      "     ...  AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  \\\n",
      "1    ...         1.234874         1.373268         1.411808         1.140695   \n",
      "2    ...         1.661768         1.403429         1.349457         1.270525   \n",
      "3    ...         1.147666         1.049152         1.131654         1.415856   \n",
      "4    ...         1.018804         1.274009         2.350806         2.307730   \n",
      "5    ...         1.694676         1.748525         1.527331         1.664579   \n",
      "..   ...              ...              ...              ...              ...   \n",
      "940  ...         2.130979         1.727413         1.710518         2.574734   \n",
      "941  ...         3.054965         3.163359         3.247100         2.646515   \n",
      "942  ...         1.733498         1.610465         1.644675         1.216763   \n",
      "943  ...         3.151128         1.630643         1.888551         1.447402   \n",
      "944  ...         0.750963         0.785956         0.785196         1.205448   \n",
      "\n",
      "     AB.F.gamma.r.O1  AB.F.gamma.s.O2  aggregated_delta  aggregated_theta  \\\n",
      "1           1.118041         3.162143         12.051370          8.449826   \n",
      "2           1.408471         1.454618         17.938989         13.875592   \n",
      "3           1.391048         1.527403         12.842071          6.826034   \n",
      "4           2.129431         3.766860         19.612074          7.844208   \n",
      "5           1.266546         1.133410         10.029599          5.692476   \n",
      "..               ...              ...               ...               ...   \n",
      "940         2.533354         5.596057         22.117464         21.234616   \n",
      "941         3.385173         3.085049         17.122376          9.080845   \n",
      "942         1.614421         1.164097         18.221411         16.520696   \n",
      "943         1.819110         1.302056         16.672273         10.050972   \n",
      "944         1.711367         5.188920         32.295808         28.878558   \n",
      "\n",
      "     aggregated_alpha  aggregated_beta  \n",
      "1           32.973521        14.216651  \n",
      "2           22.907967         5.031499  \n",
      "3           25.845036         3.354902  \n",
      "4           27.733704         9.540849  \n",
      "5           18.271596         6.709964  \n",
      "..                ...              ...  \n",
      "940         35.922379         4.770696  \n",
      "941          6.087399         5.282538  \n",
      "942          4.803367         6.183762  \n",
      "943         49.804152         5.623900  \n",
      "944         54.465197         6.073780  \n",
      "\n",
      "[919 rows x 29 columns]\n"
     ]
    }
   ],
   "source": [
    "beta_columns = [col for col in df.columns if 'beta' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[beta_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_beta'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=beta_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8dbb617d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.F.gamma.a.FP1</th>\n",
       "      <th>AB.F.gamma.b.FP2</th>\n",
       "      <th>AB.F.gamma.c.F7</th>\n",
       "      <th>AB.F.gamma.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.n.P3</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>aggregated_delta</th>\n",
       "      <th>aggregated_theta</th>\n",
       "      <th>aggregated_alpha</th>\n",
       "      <th>aggregated_beta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.465631</td>\n",
       "      <td>1.128447</td>\n",
       "      <td>1.220812</td>\n",
       "      <td>1.637785</td>\n",
       "      <td>...</td>\n",
       "      <td>1.234874</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>12.051370</td>\n",
       "      <td>8.449826</td>\n",
       "      <td>32.973521</td>\n",
       "      <td>14.216651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>2.126071</td>\n",
       "      <td>1.607127</td>\n",
       "      <td>1.203713</td>\n",
       "      <td>1.409034</td>\n",
       "      <td>...</td>\n",
       "      <td>1.661768</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>17.938989</td>\n",
       "      <td>13.875592</td>\n",
       "      <td>22.907967</td>\n",
       "      <td>5.031499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.329558</td>\n",
       "      <td>1.359216</td>\n",
       "      <td>1.432442</td>\n",
       "      <td>1.213077</td>\n",
       "      <td>...</td>\n",
       "      <td>1.147666</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>12.842071</td>\n",
       "      <td>6.826034</td>\n",
       "      <td>25.845036</td>\n",
       "      <td>3.354902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.125398</td>\n",
       "      <td>1.229485</td>\n",
       "      <td>0.967711</td>\n",
       "      <td>1.277354</td>\n",
       "      <td>...</td>\n",
       "      <td>1.018804</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>19.612074</td>\n",
       "      <td>7.844208</td>\n",
       "      <td>27.733704</td>\n",
       "      <td>9.540849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>2.571690</td>\n",
       "      <td>2.189019</td>\n",
       "      <td>3.166255</td>\n",
       "      <td>2.084768</td>\n",
       "      <td>...</td>\n",
       "      <td>1.694676</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "      <td>10.029599</td>\n",
       "      <td>5.692476</td>\n",
       "      <td>18.271596</td>\n",
       "      <td>6.709964</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.F.gamma.a.FP1  AB.F.gamma.b.FP2  AB.F.gamma.c.F7  AB.F.gamma.d.F3  ...  \\\n",
       "1          1.465631          1.128447         1.220812         1.637785  ...   \n",
       "2          2.126071          1.607127         1.203713         1.409034  ...   \n",
       "3          1.329558          1.359216         1.432442         1.213077  ...   \n",
       "4          1.125398          1.229485         0.967711         1.277354  ...   \n",
       "5          2.571690          2.189019         3.166255         2.084768  ...   \n",
       "\n",
       "   AB.F.gamma.n.P3  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  \\\n",
       "1         1.234874         1.373268         1.411808         1.140695   \n",
       "2         1.661768         1.403429         1.349457         1.270525   \n",
       "3         1.147666         1.049152         1.131654         1.415856   \n",
       "4         1.018804         1.274009         2.350806         2.307730   \n",
       "5         1.694676         1.748525         1.527331         1.664579   \n",
       "\n",
       "   AB.F.gamma.r.O1  AB.F.gamma.s.O2  aggregated_delta  aggregated_theta  \\\n",
       "1         1.118041         3.162143         12.051370          8.449826   \n",
       "2         1.408471         1.454618         17.938989         13.875592   \n",
       "3         1.391048         1.527403         12.842071          6.826034   \n",
       "4         2.129431         3.766860         19.612074          7.844208   \n",
       "5         1.266546         1.133410         10.029599          5.692476   \n",
       "\n",
       "   aggregated_alpha  aggregated_beta  \n",
       "1         32.973521        14.216651  \n",
       "2         22.907967         5.031499  \n",
       "3         25.845036         3.354902  \n",
       "4         27.733704         9.540849  \n",
       "5         18.271596         6.709964  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "84b34795",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     AB.F.gamma.a.FP1  AB.F.gamma.b.FP2  AB.F.gamma.c.F7  AB.F.gamma.d.F3  \\\n",
      "1            1.465631          1.128447         1.220812         1.637785   \n",
      "2            2.126071          1.607127         1.203713         1.409034   \n",
      "3            1.329558          1.359216         1.432442         1.213077   \n",
      "4            1.125398          1.229485         0.967711         1.277354   \n",
      "5            2.571690          2.189019         3.166255         2.084768   \n",
      "..                ...               ...              ...              ...   \n",
      "940          5.652249          1.657891         2.303384         2.145439   \n",
      "941          2.704360          2.742499         2.388550         2.693555   \n",
      "942          5.060895          5.428708         2.601631         5.928365   \n",
      "943          2.199130          2.080810         2.491582         1.806780   \n",
      "944          0.538845          0.569339         0.766378         0.494417   \n",
      "\n",
      "     ...  AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
      "1    ...         1.373268         1.411808         1.140695         1.118041   \n",
      "2    ...         1.403429         1.349457         1.270525         1.408471   \n",
      "3    ...         1.049152         1.131654         1.415856         1.391048   \n",
      "4    ...         1.274009         2.350806         2.307730         2.129431   \n",
      "5    ...         1.748525         1.527331         1.664579         1.266546   \n",
      "..   ...              ...              ...              ...              ...   \n",
      "940  ...         1.727413         1.710518         2.574734         2.533354   \n",
      "941  ...         3.163359         3.247100         2.646515         3.385173   \n",
      "942  ...         1.610465         1.644675         1.216763         1.614421   \n",
      "943  ...         1.630643         1.888551         1.447402         1.819110   \n",
      "944  ...         0.785956         0.785196         1.205448         1.711367   \n",
      "\n",
      "     AB.F.gamma.s.O2  aggregated_delta  aggregated_theta  aggregated_alpha  \\\n",
      "1           3.162143         12.051370          8.449826         32.973521   \n",
      "2           1.454618         17.938989         13.875592         22.907967   \n",
      "3           1.527403         12.842071          6.826034         25.845036   \n",
      "4           3.766860         19.612074          7.844208         27.733704   \n",
      "5           1.133410         10.029599          5.692476         18.271596   \n",
      "..               ...               ...               ...               ...   \n",
      "940         5.596057         22.117464         21.234616         35.922379   \n",
      "941         3.085049         17.122376          9.080845          6.087399   \n",
      "942         1.164097         18.221411         16.520696          4.803367   \n",
      "943         1.302056         16.672273         10.050972         49.804152   \n",
      "944         5.188920         32.295808         28.878558         54.465197   \n",
      "\n",
      "     aggregated_beta  aggregated_highbeta  \n",
      "1          14.216651                  NaN  \n",
      "2           5.031499                  NaN  \n",
      "3           3.354902                  NaN  \n",
      "4           9.540849                  NaN  \n",
      "5           6.709964                  NaN  \n",
      "..               ...                  ...  \n",
      "940         4.770696                  NaN  \n",
      "941         5.282538                  NaN  \n",
      "942         6.183762                  NaN  \n",
      "943         5.623900                  NaN  \n",
      "944         6.073780                  NaN  \n",
      "\n",
      "[919 rows x 30 columns]\n"
     ]
    }
   ],
   "source": [
    "highbeta_columns = [col for col in df.columns if 'highbeta' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[highbeta_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_highbeta'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=highbeta_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c1dcecde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>AB.F.gamma.a.FP1</th>\n",
       "      <th>AB.F.gamma.b.FP2</th>\n",
       "      <th>AB.F.gamma.c.F7</th>\n",
       "      <th>AB.F.gamma.d.F3</th>\n",
       "      <th>...</th>\n",
       "      <th>AB.F.gamma.o.Pz</th>\n",
       "      <th>AB.F.gamma.p.P4</th>\n",
       "      <th>AB.F.gamma.q.T6</th>\n",
       "      <th>AB.F.gamma.r.O1</th>\n",
       "      <th>AB.F.gamma.s.O2</th>\n",
       "      <th>aggregated_delta</th>\n",
       "      <th>aggregated_theta</th>\n",
       "      <th>aggregated_alpha</th>\n",
       "      <th>aggregated_beta</th>\n",
       "      <th>aggregated_highbeta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.465631</td>\n",
       "      <td>1.128447</td>\n",
       "      <td>1.220812</td>\n",
       "      <td>1.637785</td>\n",
       "      <td>...</td>\n",
       "      <td>1.373268</td>\n",
       "      <td>1.411808</td>\n",
       "      <td>1.140695</td>\n",
       "      <td>1.118041</td>\n",
       "      <td>3.162143</td>\n",
       "      <td>12.051370</td>\n",
       "      <td>8.449826</td>\n",
       "      <td>32.973521</td>\n",
       "      <td>14.216651</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>2.126071</td>\n",
       "      <td>1.607127</td>\n",
       "      <td>1.203713</td>\n",
       "      <td>1.409034</td>\n",
       "      <td>...</td>\n",
       "      <td>1.403429</td>\n",
       "      <td>1.349457</td>\n",
       "      <td>1.270525</td>\n",
       "      <td>1.408471</td>\n",
       "      <td>1.454618</td>\n",
       "      <td>17.938989</td>\n",
       "      <td>13.875592</td>\n",
       "      <td>22.907967</td>\n",
       "      <td>5.031499</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.329558</td>\n",
       "      <td>1.359216</td>\n",
       "      <td>1.432442</td>\n",
       "      <td>1.213077</td>\n",
       "      <td>...</td>\n",
       "      <td>1.049152</td>\n",
       "      <td>1.131654</td>\n",
       "      <td>1.415856</td>\n",
       "      <td>1.391048</td>\n",
       "      <td>1.527403</td>\n",
       "      <td>12.842071</td>\n",
       "      <td>6.826034</td>\n",
       "      <td>25.845036</td>\n",
       "      <td>3.354902</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>1.125398</td>\n",
       "      <td>1.229485</td>\n",
       "      <td>0.967711</td>\n",
       "      <td>1.277354</td>\n",
       "      <td>...</td>\n",
       "      <td>1.274009</td>\n",
       "      <td>2.350806</td>\n",
       "      <td>2.307730</td>\n",
       "      <td>2.129431</td>\n",
       "      <td>3.766860</td>\n",
       "      <td>19.612074</td>\n",
       "      <td>7.844208</td>\n",
       "      <td>27.733704</td>\n",
       "      <td>9.540849</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>2.571690</td>\n",
       "      <td>2.189019</td>\n",
       "      <td>3.166255</td>\n",
       "      <td>2.084768</td>\n",
       "      <td>...</td>\n",
       "      <td>1.748525</td>\n",
       "      <td>1.527331</td>\n",
       "      <td>1.664579</td>\n",
       "      <td>1.266546</td>\n",
       "      <td>1.133410</td>\n",
       "      <td>10.029599</td>\n",
       "      <td>5.692476</td>\n",
       "      <td>18.271596</td>\n",
       "      <td>6.709964</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   AB.F.gamma.a.FP1  AB.F.gamma.b.FP2  AB.F.gamma.c.F7  AB.F.gamma.d.F3  ...  \\\n",
       "1          1.465631          1.128447         1.220812         1.637785  ...   \n",
       "2          2.126071          1.607127         1.203713         1.409034  ...   \n",
       "3          1.329558          1.359216         1.432442         1.213077  ...   \n",
       "4          1.125398          1.229485         0.967711         1.277354  ...   \n",
       "5          2.571690          2.189019         3.166255         2.084768  ...   \n",
       "\n",
       "   AB.F.gamma.o.Pz  AB.F.gamma.p.P4  AB.F.gamma.q.T6  AB.F.gamma.r.O1  \\\n",
       "1         1.373268         1.411808         1.140695         1.118041   \n",
       "2         1.403429         1.349457         1.270525         1.408471   \n",
       "3         1.049152         1.131654         1.415856         1.391048   \n",
       "4         1.274009         2.350806         2.307730         2.129431   \n",
       "5         1.748525         1.527331         1.664579         1.266546   \n",
       "\n",
       "   AB.F.gamma.s.O2  aggregated_delta  aggregated_theta  aggregated_alpha  \\\n",
       "1         3.162143         12.051370          8.449826         32.973521   \n",
       "2         1.454618         17.938989         13.875592         22.907967   \n",
       "3         1.527403         12.842071          6.826034         25.845036   \n",
       "4         3.766860         19.612074          7.844208         27.733704   \n",
       "5         1.133410         10.029599          5.692476         18.271596   \n",
       "\n",
       "   aggregated_beta  aggregated_highbeta  \n",
       "1        14.216651                  NaN  \n",
       "2         5.031499                  NaN  \n",
       "3         3.354902                  NaN  \n",
       "4         9.540849                  NaN  \n",
       "5         6.709964                  NaN  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "30b2445b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
      "1      2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
      "2      3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
      "3      4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
      "4      5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
      "5      6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
      "..   ...  ..   ...    ...                 ...                   ...   \n",
      "940  941   M  22.0  116.0     Healthy control       Healthy control   \n",
      "941  942   M  26.0  118.0     Healthy control       Healthy control   \n",
      "942  943   M  26.0  113.0     Healthy control       Healthy control   \n",
      "943  944   M  24.0  107.0     Healthy control       Healthy control   \n",
      "944  945   M  21.0  105.0     Healthy control       Healthy control   \n",
      "\n",
      "     aggregated_delta  aggregated_theta  aggregated_alpha  aggregated_beta  \\\n",
      "1           12.051370          8.449826         32.973521        14.216651   \n",
      "2           17.938989         13.875592         22.907967         5.031499   \n",
      "3           12.842071          6.826034         25.845036         3.354902   \n",
      "4           19.612074          7.844208         27.733704         9.540849   \n",
      "5           10.029599          5.692476         18.271596         6.709964   \n",
      "..                ...               ...               ...              ...   \n",
      "940         22.117464         21.234616         35.922379         4.770696   \n",
      "941         17.122376          9.080845          6.087399         5.282538   \n",
      "942         18.221411         16.520696          4.803367         6.183762   \n",
      "943         16.672273         10.050972         49.804152         5.623900   \n",
      "944         32.295808         28.878558         54.465197         6.073780   \n",
      "\n",
      "     aggregated_highbeta  aggregated_gamma  \n",
      "1                    NaN          1.250452  \n",
      "2                    NaN          1.445520  \n",
      "3                    NaN          1.391623  \n",
      "4                    NaN          1.714149  \n",
      "5                    NaN          2.759599  \n",
      "..                   ...               ...  \n",
      "940                  NaN          2.427657  \n",
      "941                  NaN          2.743457  \n",
      "942                  NaN          3.107954  \n",
      "943                  NaN          2.014418  \n",
      "944                  NaN          1.104070  \n",
      "\n",
      "[919 rows x 12 columns]\n"
     ]
    }
   ],
   "source": [
    "gamma_columns = [col for col in df.columns if 'gamma' in col]\n",
    "\n",
    "# Calculate the average values in these columns for each row\n",
    "average_values = df[gamma_columns].mean(axis=1)  # Calculate the mean\n",
    "\n",
    "# Create a new column 'aggregated_delta' in the DataFrame to store the average values\n",
    "df['aggregated_gamma'] = average_values\n",
    "\n",
    "# Drop the original delta columns\n",
    "df = df.drop(columns=gamma_columns)\n",
    "\n",
    "# Display the DataFrame after aggregation and deletion\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8eb375e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>no.</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>IQ</th>\n",
       "      <th>main.disorder</th>\n",
       "      <th>specific.disorder</th>\n",
       "      <th>aggregated_delta</th>\n",
       "      <th>aggregated_theta</th>\n",
       "      <th>aggregated_alpha</th>\n",
       "      <th>aggregated_beta</th>\n",
       "      <th>aggregated_highbeta</th>\n",
       "      <th>aggregated_gamma</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>M</td>\n",
       "      <td>37.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>12.051370</td>\n",
       "      <td>8.449826</td>\n",
       "      <td>32.973521</td>\n",
       "      <td>14.216651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.250452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>32.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>17.938989</td>\n",
       "      <td>13.875592</td>\n",
       "      <td>22.907967</td>\n",
       "      <td>5.031499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.445520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>M</td>\n",
       "      <td>35.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>12.842071</td>\n",
       "      <td>6.826034</td>\n",
       "      <td>25.845036</td>\n",
       "      <td>3.354902</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.391623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>M</td>\n",
       "      <td>36.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>19.612074</td>\n",
       "      <td>7.844208</td>\n",
       "      <td>27.733704</td>\n",
       "      <td>9.540849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.714149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>F</td>\n",
       "      <td>24.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Addictive disorder</td>\n",
       "      <td>Alcohol use disorder</td>\n",
       "      <td>10.029599</td>\n",
       "      <td>5.692476</td>\n",
       "      <td>18.271596</td>\n",
       "      <td>6.709964</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.759599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   no. sex   age     IQ       main.disorder     specific.disorder  \\\n",
       "1    2   M  37.0  120.0  Addictive disorder  Alcohol use disorder   \n",
       "2    3   M  32.0  113.0  Addictive disorder  Alcohol use disorder   \n",
       "3    4   M  35.0  126.0  Addictive disorder  Alcohol use disorder   \n",
       "4    5   M  36.0  112.0  Addictive disorder  Alcohol use disorder   \n",
       "5    6   F  24.0  105.0  Addictive disorder  Alcohol use disorder   \n",
       "\n",
       "   aggregated_delta  aggregated_theta  aggregated_alpha  aggregated_beta  \\\n",
       "1         12.051370          8.449826         32.973521        14.216651   \n",
       "2         17.938989         13.875592         22.907967         5.031499   \n",
       "3         12.842071          6.826034         25.845036         3.354902   \n",
       "4         19.612074          7.844208         27.733704         9.540849   \n",
       "5         10.029599          5.692476         18.271596         6.709964   \n",
       "\n",
       "   aggregated_highbeta  aggregated_gamma  \n",
       "1                  NaN          1.250452  \n",
       "2                  NaN          1.445520  \n",
       "3                  NaN          1.391623  \n",
       "4                  NaN          1.714149  \n",
       "5                  NaN          2.759599  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "235cb82e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}